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Paper Citation Record · LEDGER

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

As of 10 August 2026, this Paper Citation Record lists 100 of 100 outbound references and 100 inbound Pith citation observations for arXiv:2204.01691.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2204.01691 v2

Coverage vector

measured 100 of 100 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T22:24:05.999350Z

measured 200 of 200 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 100 of 437 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:59:44.500475Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 100 outbound references displayed

  • verified exact34
  • verified fuzzy36
  • unresolved28
  • parse uncertain2
  • malformed identifier0
  • metadata mismatch0

External citation measurements

517
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 8626b7f5-3d62-44fe-ac9c-19925b9d1bab · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.676999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:2ca8708e6af710542b3e2a0849ff8639694d7e8d5b124d1c75587d65a7b40e0c

Observation e8417e01-aa9a-4676-9ebe-87fddd81117a · outbound

This paper cites Vaswani, N.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Vaswani, N

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.689874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:5d57fc5d343c0d6861a35b6e526a6c2396fc45b272e71f0364847de0a872e635

Observation 8eeb39a3-45f5-47de-a2d1-a80b46c48be8 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:24:06.424857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:5612eeb83430ee12cbe971ad894ddb94b49d5bf069816304a6e60c4ce957767d

Observation b45e7548-be7e-418d-8362-51b7e56e6b3a · outbound

This paper cites Raffel, N.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Raffel, N

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.696380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:cde29a80dbc3438c6d89dd600cf02d28647d508fad6e1c09cffb7d9632a87ac9

Observation 3a4dfb69-3c10-47d0-85c4-f82e1b9d3b1c · outbound

This paper cites Brown, B.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Brown, B

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.702056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:30322bf76879343c5ccd27d8edbe56aaae0cc52cb96be293165abead417c1b16

Observation 101fe2f4-cb87-4582-a13d-310b8af33ce5 · outbound

This paper cites Scaling Language Models: Methods, Analysis & Insights from Training Gopher.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Scaling Language Models: Methods, Analysis & Insights from Training Gopher

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:13:40.454049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:dc057d5ddc8dc3fddde3c1294c0e4184502681249832639058a25f927b23b1e5

Observation 3ac33442-de7b-4cd1-a88e-81e69699a7d0 · outbound

This paper cites LaMDA: Language Models for Dialog Applications.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances LaMDA: Language Models for Dialog Applications

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.300500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:52f2c661650d424e8f8a2722c5f60a255d86ac473cbe13a72ac9235415290adf

Observation 20132cce-9392-4313-9364-36fdd326301a · outbound

This paper cites Finetuned Language Models Are Zero-Shot Learners.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Finetuned Language Models Are Zero-Shot Learners

Reference 8

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:24:06.406357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:1b5e60dd609928d7c09877ed4605ff14394c74e2798c3749351d977d5c52978b

Observation ed78c1b4-b456-4153-a2a6-668fd1299dce · outbound

This paper cites Chowdhery, S.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Chowdhery, S

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.707263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:cc61726abd920bddc05978e39623a983c4501d25c2eb6467329bdbddb3fe1c1a

Observation 83e34444-2516-4199-8281-ecf3d1dcb880 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.716227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:01c0504caef63d0823cf01fc7a156a70d877ad4eb1e13d21f66cd0312c8737ba

Observation 94e7cd80-2963-4574-9971-45f06d82e4f4 · outbound

This paper cites Ouyang, J.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Ouyang, J

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.722407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:9dcfbec5c5d592411214fa0c4c6e0d09d590352fe37220278144477f4ae6419c

Observation f1561fcf-4995-44ea-864c-5c0f143c1364 · outbound

This paper cites Value Function Spaces: Skill-Centric State Abstractions for Long-Horizon Reasoning.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Value Function Spaces: Skill-Centric State Abstractions for Long-Horizon Reasoning

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.325825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:f2ae95e21b5470b61ef9f9e68ef8398387df8b935a489508803d425ec07666d5

Observation 0a735280-a3f6-43f4-95ea-2ea9aa4e96f5 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.726065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:83d0159e2c049ae031c86356b6d7f797182668f4e18c841119efb7bdb96e8e11

Observation 0e17bfe9-2b10-48a0-bf84-0e3c30880404 · outbound

This paper cites Kalashnikov, J.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Kalashnikov, J

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.729714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:722023d971b3aaccfea0d39890bbb47c9820f94ff227254b5b260e4495121f6c

Observation 504c525a-52e7-419c-aa40-d3e1aa2f8541 · outbound

This paper cites Universal Sentence Encoder.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Universal Sentence Encoder

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.244927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:a370cffc580071462f9e990e9aee9e3841a984c5a476501d1ca1039465e0a1d2

Observation 0e27ce1e-43aa-4348-a2a8-f2e4ee7f3c35 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.736345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:f27171be3088a5d686fe9b9f0dc98c04446599e60153c1a5fb3d65e4635f9e13

Observation 8bf0880c-8f61-4a4b-885a-be1d103bd0bc · outbound

This paper cites Shridhar, J.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Shridhar, J

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.744080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:c4663b55bbc9323342d405bdba81fd2a1831fd95974b2a3e50929f936f5b1107

Observation 18508385-bdc4-4cca-810d-ae319946a63e · outbound

This paper cites Srivastava, C.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Srivastava, C

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.748199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:649c941f913d5f7850f3ecc8fc5c3ed733fd2121ee1ea0158c15861c82e8edf5

Observation 9df6026f-9f43-47c0-a339-91cfc1e006e4 · outbound

This paper cites Understanding by Understanding Not: Modeling Negation in Language Models.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Understanding by Understanding Not: Modeling Negation in Language Models

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.386588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:639901fa03d986f69c67f01c2bd6143812d41ea605bc6ebb2291ee662ec75620

Observation 38448aca-999d-4324-87ef-6452c4771fc9 · outbound

This paper cites Language-Conditioned Imitation Learning for Robot Manipulation Tasks.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Language-Conditioned Imitation Learning for Robot Manipulation Tasks

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.395358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:e3a715f6e7afbb51291eeb7ec5174817151b9f59d491d7c47e4eda41b676e845

Observation de3c1bb9-25b5-462b-89d5-e49d63817f60 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.751564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:fc430fa33980c1b71dde6e9afa9d93222e846ef648690f18074b0104af533261

Observation 6c33e453-d205-451c-bb4a-687a510f6340 · outbound

This paper cites Lynch and P.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Lynch and P

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.754525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:0a9937b729251ed691b800b5734f9a0d758138615b059e7c048c77978dca254c

Observation 07fc98fa-3916-4da5-9392-3ba9f901d9e5 · outbound

This paper cites Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.452790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:bc487dfeda5f3fd4dbd771ef79f1be29056607b82ab3c72d66c235a6e4bf2e37

Observation 7d09d802-eeb7-404e-af8a-f33efdee649a · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:24:06.228014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:439f202c85214ea974fdf9cba20de86d1c49a11edc1cdd6ecd55f8b5c5edd52b

Observation 945900d2-0d79-45e7-ab3c-cda64829a8e8 · outbound

This paper cites Inner Monologue: Embodied Reasoning through Planning with Language Models.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Inner Monologue: Embodied Reasoning through Planning with Language Models

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-11T20:10:47.264382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:00c6cd5aed60f8dccc21f02b8822a48621d8d0c5db076ebffc9bf20924985ba8

Observation dc6911ca-70ca-4261-a611-cf4170144862 · outbound

This paper cites Shridhar, L.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Shridhar, L

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.761335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:ecacce51a150436386026104882081a78ab5a71b5f190564bb2f0e23a0a3a262

Observation 37d83209-6785-44a2-af97-f29b38123b4b · outbound

This paper cites Open-vocabulary Object Detection via Vision and Language Knowledge Distillation.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Open-vocabulary Object Detection via Vision and Language Knowledge Distillation

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-17T13:32:07.771280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:1b9eab2b0078968ce6ff8d01cdadfa9f46909df946d8aaaa6dcbe8bc3a473e41

Observation 295b3c2e-8ecd-4078-bb49-7dde4baf1986 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.765666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:1ca35bda8d1a1b74675f90b2664e477f320dbf13bc303991fe50fdf948e701e7

Observation 13d27748-895b-488c-96b8-8b12fd9c77ad · outbound

This paper cites Winograd.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Winograd

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.772168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:5877d2a1fa9a50fc5eaf7debcf3fd8a25cd745c1b23006462a52970c50ea7ee3

Observation aca02c57-a1d1-4658-953c-c70939df986e · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.775523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:4dc79440b5219ddeec192ccc7af00150f78892f2de6475a2969ae68dca0dca39

Observation abbc97ef-d915-4011-bac5-1ec7775bc1ae · outbound

This paper cites VisualBERT: A Simple and Performant Baseline for Vision and Language.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances VisualBERT: A Simple and Performant Baseline for Vision and Language

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-15T23:59:38.201352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:9c489cc3bcf1981b199a6ad8e2cb05c09a711fb1133fd23295dff3574cc249c0

Observation 77b9f3e3-a13d-4c6c-b1e3-a0795bcf2c59 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.778400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:c7ea3ecce54dd42d11b0d513ca46bcae095b47f3fef63c75e93c24ea1f4115a3

Observation 4695bbb5-5608-457a-86b9-fd9eabf83501 · outbound

This paper cites Zellers, X.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Zellers, X

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.782001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:d5c8748a57ed9c61aa7e9330b9b8f42415490d3dd3439daf6ccadbe4a42ba6e1

Observation 30126fda-a87a-468e-afc2-1786364a1145 · outbound

This paper cites Radford, J.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Radford, J

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.790464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:df4606dfda8d4904ea1cdceca626023956ef5224d6c1040356920e3a85bf3acf

Observation 2c2153e8-885a-4c63-bf98-cff1b4e26024 · outbound

This paper cites Embodied BERT: A Transformer Model for Embodied, Language-guided Visual Task Completion.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Embodied BERT: A Transformer Model for Embodied, Language-guided Visual Task Completion

Reference 35

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arxiv_id, observed 2026-05-10T22:24:06.413828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:c67d11d9ae50ca0aa482cb6a430d81c6c26fbf4f9ad289a66d2bcda3c1d07844

Observation 20fae9f3-8374-4a55-9bfe-8a17e4b8bbb4 · outbound

This paper cites Pashevich, C.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Pashevich, C

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.793991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:b1e8e9ac1a5a693a0fe37d0aacef7af4b7cba73038b4f0a7f345b35966d6aa0e

Observation 58767de3-f6da-4fe6-a3e0-a66d1edc119f · outbound

This paper cites Skill Induction and Planning with Latent Language.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Skill Induction and Planning with Latent Language

Reference 37

Resolution
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arxiv_id, observed 2026-05-10T22:24:06.434151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:66ab6e333a25dff1997068a982e3f2a8504d8cb9c574871a5bc06c79b20e6be1

Observation 5bb1d816-f07f-4898-bfe0-9a9c499143a4 · outbound

This paper cites Human Instruction-Following with Deep Reinforcement Learning via Transfer-Learning from Text.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Human Instruction-Following with Deep Reinforcement Learning via Transfer-Learning from Text

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.440001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:f25724b2ffa908bfd0b88c4ffecbf2b5b0f99f214c56e1fa815a88ad97efba7f

Observation c729d6a5-3227-478d-a088-c5684e42c9da · outbound

This paper cites Blukis, C.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Blukis, C

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.801351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:eaa239beea2c11cd247147d687040b3d593f049cea470ea4d28a7db814ffe6f3

Observation 99c6d3b2-ae4d-4c46-a15f-20b494cf622b · outbound

This paper cites R3M: A Universal Visual Representation for Robot Manipulation.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances R3M: A Universal Visual Representation for Robot Manipulation

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-05-15T13:26:54.148999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:9ec6bc2abc260fb8eb646e71ff077f414531c1999c8526ca55847fe04fdc7b06

Observation 1c7d0d70-e3c1-4a3b-82aa-c9c9b509f761 · outbound

This paper cites Grounding Language to Autonomously-Acquired Skills via Goal Generation.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Grounding Language to Autonomously-Acquired Skills via Goal Generation

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.140620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:39b6703d2c2c9ff8ab69e0ca47876c1721c558999fa18b684bad72e6af982a33

Observation da357531-2212-44dc-8d8e-40b546aba9b2 · outbound

This paper cites PIGLeT: Language Grounding Through Neuro-Symbolic Interaction in a 3D World.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances PIGLeT: Language Grounding Through Neuro-Symbolic Interaction in a 3D World

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.156776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:bc4b710c800ccadc39acbd4ba2fae81a1baa57d19383f27eabb49e98a793b99f

Observation 729b5b0e-04aa-4987-985b-7db1624e4749 · outbound

This paper cites A data-driven approach for learning to control computers.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances A data-driven approach for learning to control computers

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.165391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:6c7d0762a940b0eeace1ed8f3bd5375c8d216306046c009778bc18a979e4f3f6

Observation 8c575c74-5acc-49d7-a6a3-d717a3280f59 · outbound

This paper cites Can Wikipedia Help Offline Reinforcement Learning?.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Can Wikipedia Help Offline Reinforcement Learning?

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.200000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:7560830f329b25b0142f2bcc000dbd7c388db64a1f3df36420a6c96dd3d6a021

Observation 8b938da0-eb37-4646-ae25-6d9be289029e · outbound

This paper cites Pre-Trained Language Models for Interactive Decision-Making.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Pre-Trained Language Models for Interactive Decision-Making

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.220780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:765597d402e4c7f14052ae33861a3a3d47686d58ae2bf05e15743ef06128e8f6

Observation 27869c47-85f1-4cec-8eb3-7d23c972373a · outbound

This paper cites MacMahon, B.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances MacMahon, B

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.805216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:1043f1621323588734f5c451f7b23ca2e42adaf4dd740a8ce31780935f36c96e

Observation cdae0eef-d0af-4534-8731-d0792c37aa07 · outbound

This paper cites Kollar, S.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Kollar, S

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.810809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:d5a6169ee3822f452230f7e7e5ba446e572e5662a25ee960d1cad0ee99ffcd3e

Observation 2639a862-ac25-4c36-b736-23b27dc09f6e · outbound

This paper cites Tellex, T.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Tellex, T

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.816020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:9644a78f201139bf3800b3f0e887ea384a4acd993eb953ce71ae4dc93a64f6df

Observation dc203a2f-99ee-4b07-8522-91b10b15ab95 · outbound

This paper cites Luketina, N.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Luketina, N

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.819687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:cc5437c4098ed5d0b5360a6cd2bb72593ed1da0edcc3642b03cac7cbf8064371

Observation 0a130ed4-2e92-40ce-9d02-3770c4c5c4de · outbound

This paper cites Tellex, N.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Tellex, N

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.823105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:ee8c9e37521b86f6b84a7bb8e115c924b65f8781ca0a63d275703063642c24ba

Observation ec4a6abc-0d10-4d6d-bb44-2b13e4d072e8 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.831823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:9c4e7944ac480daa3fae7a388ab7ad04035b125bf8b6e36657771cfb8943a532

Observation 3a08411a-86df-495c-84c6-b9a3bec903b1 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.839351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:b997289d1f62d7e326d676e0344ee33933838168a0f99361a9c46f66e4f1d80d

Observation c6b3c38b-1c9d-436b-aea0-33c1f4d395aa · outbound

This paper cites Grounded Language Learning in a Simulated 3D World.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Grounded Language Learning in a Simulated 3D World

Reference 53

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.345918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:2d24bf70aa3e29a815fbf9ee08a6fb93b74d265bbd517a0d70dd22c42f1496b8

Observation d6af1fa9-9c83-4c82-9923-2616af57c59d · outbound

This paper cites Jiang, S.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Jiang, S

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.844349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:e9f5c3420f720eb9ec67d1bbc9311ec92adf5c60751a86be19d4b9b1c0bc4f3f

Observation b3bb407b-999d-471d-ae50-e6bd83e52349 · outbound

This paper cites HIGhER : Improving instruction following with Hindsight Generation for Experience Replay.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances HIGhER : Improving instruction following with Hindsight Generation for Experience Replay

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.363219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:868c1c7b8328520dbf184c4093188c7827acdbea72656bf1fd4939c2c2430349

Observation 50e5cce8-3d6a-4c20-8e17-f9045a9a68e8 · outbound

This paper cites PixL2R: Guiding Reinforcement Learning Using Natural Language by Mapping Pixels to Rewards.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances PixL2R: Guiding Reinforcement Learning Using Natural Language by Mapping Pixels to Rewards

Reference 56

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.368010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:b87e5b4be6a51a8c65f26c8152bedd5c74400a761f24b1c592f89225283cb906

Observation 973eb7eb-d838-4a28-9743-fb5563b3024b · outbound

This paper cites Zero-Shot Task Generalization with Multi-Task Deep Reinforcement Learning.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Zero-Shot Task Generalization with Multi-Task Deep Reinforcement Learning

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.374895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:cc20d4d9c5f46dfd4da97aa479ca542027db48a2d464dbf58fa36cefa349ef72

Observation ebb559a3-6e06-4c7b-9ce6-5f200134ca13 · outbound

This paper cites Modular Multitask Reinforcement Learning with Policy Sketches.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Modular Multitask Reinforcement Learning with Policy Sketches

Reference 58

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.379508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:4e5bc52ea936a07a274a569d934b93fa18776d4e2dd7b08817b66a0c22236783

Observation 9978f095-5074-4c71-a266-690ea8b41d6c · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.852049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:c3e57cb21881527e7458b52fce4133ca92b95b0ddeb5c99b5cd54ea2420bc953

Observation 5c3aa20f-28d0-44bb-9100-c2030f279a65 · outbound

This paper cites Srivastava, E.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Srivastava, E

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.856544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:6b46c30d75cb3122edc4e447703cdd1afc11aaee2f28af7df103a72161c4c9ad

Observation 58bdabaa-859b-41e7-a38c-509bea46d0e1 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.861575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:b4c01eb8bb2541fdb234e61ff1b0498b78459e29a360e6d7697bbfdbd559d73b

Observation 275c403f-672c-4bd0-9d4a-158c54d28112 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.456081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:d8f23250c84ce85bfe9076361dd4a47d5b0343ee11afffb5bc532f591811ff7c

Observation 1f6fb4ce-2287-40c3-bf2f-6db3b3bf8d2a · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.467176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:4234c4273ca0a5c2b7fa9e7de5e13e7bb3480a3d240121c8ac601803407ec086

Observation 8dd2527f-3220-44ba-84d9-e5910cee47a9 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.472962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:e3b84c70aa10034b1b4a01897f64921f5245d04482de3ad3469fe962e2a3f5bf

Observation cc8715c3-0287-43c0-b60e-9caea4413af4 · outbound

This paper cites Toussaint.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Toussaint

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.477226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:6472d2c9b4a183bf06a3388f4cf833844ac99a739f2a47e5b303da33d308089e

Observation 42f4d54b-b6b8-440f-964e-040e9f2e0eda · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.482562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:2b5becd0495d6752b82005d89229b653fb2182df83228ce228202760ecb81a19

Observation d298dcd0-a05c-4448-88d0-8c3d13e01143 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.500060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:023f6e4bee405a7e7d8168c7143bf31d369d1f8b977a6c35ea7a9050fa55fc62

Observation e5ffd3ca-82e6-4bf0-bcc9-6aa8e6583d45 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.509471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:be5c58880ad3410ebd8094ef294627d6491e53b10cddb09c96922793f52681fd

Observation ea6bd139-db32-48cb-89e5-eee5bc77f06c · outbound

This paper cites Huang, S.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Huang, S

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.516770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:30d02cea53463e8f66ee0aecdc55ac331867b489080551b87f08aa22cab88e96

Observation ceaae890-0876-41f4-a954-307ce75b4d89 · outbound

This paper cites Eysenbach, R.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Eysenbach, R

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.521475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:a85b57fdd5931a7671d671a551ad15df73ad1d4759529448df07a79506b30e87

Observation 2fa5b6ff-e37a-47cb-8457-f6f8f814524b · outbound

This paper cites Semi-parametric Topological Memory for Navigation.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Semi-parametric Topological Memory for Navigation

Reference 71

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.183766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:a422c57ffb1704af87575f60ca6404fe3de52273059c61c09e9e6955cd22fc18

Observation b8b995e6-634d-4022-b240-11b7a3673760 · outbound

This paper cites Ichter, P.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Ichter, P

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.529257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:93cd4d4e9afd057cdb6274c15ef6fbb9928799c409466b7c634e71e328857214

Observation 18e2f62b-11ae-407c-92a0-c7cbb7656068 · outbound

This paper cites A Joint Model of Language and Perception for Grounded Attribute Learning.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances A Joint Model of Language and Perception for Grounded Attribute Learning

Reference 73

Resolution
verified exact
arxiv_id, observed 2026-07-04T18:08:32.958778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:49aeef544c7024ea8ebfb257c104c02de2891a60fd0449f350f5450fb5a2d8f3

Observation b9491905-9a64-45ae-812d-b7592aec674c · outbound

This paper cites Predicate Invention for Bilevel Planning.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Predicate Invention for Bilevel Planning

Reference 74

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.214887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:759afc28df0878b3f199699ad18c2ceb650a9d88a9529534b307caa0afc8f315

Observation 40b645d0-49ec-4eb0-b10f-7046dff574d1 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.534923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:8729610aa518faf0088371dcf3578118c31a8fac4848a1168584ce3438a5e7b9

Observation e0bd20e1-f9c1-47cd-a9e2-7b36981cf339 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 76

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.538245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:ff5b27bfdc46cedd751316067738f6056acbe2df033ab7fecaedca66281e8e20

Observation 836b8a60-247c-4a81-ba67-e8875368dfcd · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.541425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:e9ee51b287f51fc749a41344894094e449551aebe88887de1663651714fcd2bc

Observation 78037bc7-acbd-4c68-8174-2b3d797e8f65 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.544358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:c14a9145807d47a936ce97db2e05cf76aa727edae8ba9972a974dbb8163fbbb4

Observation e646583e-e317-4e9d-aa84-72bc86bb03e2 · outbound

This paper cites Hierarchical Foresight: Self-Supervised Learning of Long-Horizon Tasks via Visual Subgoal Generation.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Hierarchical Foresight: Self-Supervised Learning of Long-Horizon Tasks via Visual Subgoal Generation

Reference 79

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.257911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:6bfa6a8a64f05ea2eec4ab30a2b20da5ab78abdecc2eb0a58ba8d2fdd0c79e08

Observation 4e75e47b-91e6-4dc7-b4c2-7f555587fe4a · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.547853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:12708301f460ae02b13fa626e9d8c3f52a7490ea9554071f3914bfc1ecacd74d

Observation acf306b4-bb95-4c68-bdf1-b1cd74efe1f8 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.557959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:f4f5f2534332e3ea9e80905ffba376e725098e685b27b2771d80a4bc1a2ef0bc

Observation e48444b1-4548-4b81-bafe-105beaaf2a36 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 82

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.563682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:9c566094902069dfd34fcb654842e7482157693734718e042c01a3518d842a3a

Observation d233aaa9-1770-49bf-858a-2f99e31f977f · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances On the Opportunities and Risks of Foundation Models

Reference 83

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:24:06.312015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:e6538b9d2f2a79fb2ca18709f150fbcfd05dbc4a2d6a070be85d3464138e251f

Observation 5e376256-7564-4fe6-8cf9-1554d12f1bb0 · outbound

This paper cites Actionable Models: Unsupervised Offline Reinforcement Learning of Robotic Skills.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Actionable Models: Unsupervised Offline Reinforcement Learning of Robotic Skills

Reference 84

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.320155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:845f8fd0064f66519e36973db19a3357c1f5b38488c0a456a00f8d027af52459

Observation 3b332a76-764d-4e8c-bdd7-234a058eb37b · outbound

This paper cites Tellex, R.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Tellex, R

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.566988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:6f9470814b5ea5e409e9e5ce0870f2f4e1babbf8e3d5174a773568c465ce9e1f

Observation 65a51edd-aa3e-43a4-bbf2-9bbb47803b07 · outbound

This paper cites Learning Language Games through Interaction.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Learning Language Games through Interaction

Reference 86

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.337794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:a4457c84930e5284fdbdb13900163fd2d197af9867f79937e7505599fe375491

Observation 7d071006-8716-4196-ac4b-ac1fc23002cf · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.570027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:20fc9914fe21dd06d693b8d3e377a6617108f35b5e702c0f8b4d0e834885862b

Observation 830cedc0-fb98-438d-942a-18fe07de13ae · outbound

This paper cites move object near object.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances move object near object

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.573381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:96e4cea2bddee48113e76e000eca05c58a461e5da66af7babfe27fca64ed68f7

Observation c92dd1b8-a726-4404-9d98-87d8c98c8a3c · outbound

This paper cites Human: How would you put a grapefruit from the table into the bowl? Robot: 1.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Human: How would you put a grapefruit from the table into the bowl? Robot: 1

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.584342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:fb622d8b7fe67cf6e6527cf4acf5e85b9c1a454006f94b30218dfee5bf8d7dc1

Observation d6660489-73a5-4b88-a968-4cef1e661dee · outbound

This paper cites open the drawer.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances open the drawer

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.588188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:2bd0b3f90ba25ee2269ee77de2ea185d9d3d643ab00da10490ef69b95dd77505

Observation b21fc22c-3fd2-4853-98b1-a960d1e9bfff · outbound

This paper cites Human: restock two bottles of orange juice into the drawer Robot: 1.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Human: restock two bottles of orange juice into the drawer Robot: 1

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.594235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:a7eb5695a268b7bad8b7fec730483958091c4a35c37b4689be4e0a9f05044b20

Observation 9e482096-2adb-47d6-8704-6208857be448 · outbound

This paper cites Human: Put the rice chips in the bowl and then move the tea to the table Explanation: The user has asked me to do two tasks, I will do one and then the other.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Human: Put the rice chips in the bowl and then move the tea to the table Explanation: The user has asked me to do two tasks, I will do one and then the other

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.599069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:ae8a8df40a385aa4b3af3f0287e8916c345e581384d325b7c52085b2d8c6e63e

Observation 6991c784-c0f2-4905-a4c8-7cd714170796 · outbound

This paper cites 5RERW , ZRXOG )LQG D FRNH FDQ 3LFN XS WKH FRNH FDQ %ULQJ LW WR \RX 'RQH (a) +XPDQ , VSLOOHG P\ FRNH FDQ \RX EULQJ PH VRPHWKLQJ WR FOHDQ LW XS.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances 5RERW , ZRXOG )LQG D FRNH FDQ 3LFN XS WKH FRNH FDQ %ULQJ LW WR \RX 'RQH (a) +XPDQ , VSLOOHG P\ FRNH FDQ \RX EULQJ PH VRPHWKLQJ WR FOHDQ LW XS

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.604937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:836e24dae179709a00032dacaa21b5df2be9a3d69d98020337cb22d8230672f7

Observation 2ca7c387-0f8f-4059-b9fc-7237efac7e33 · outbound

This paper cites It narrowly avoids an early termination at step 5.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances It narrowly avoids an early termination at step 5

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.614934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:07d0731912eaa6ee5e3181630d2f91bc52fb78bdc2e17edab39c17d4b9729a59

Observation 655086ee-f807-4a52-acf4-15087f35db5c · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 102

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.628599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:a8ebf01648b766d92027e29bd1e8bb0cbcf27aae0dd40f449380a5458a701a48

Observation ce6d07c1-8f51-4c51-bcae-64a47623f6d3 · outbound

This paper cites After the coke is delivered, the language model scores pepsi higher.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances After the coke is delivered, the language model scores pepsi higher

Reference 103

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.641340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:67ba7af5aff01dfc583dce8dc6b32e2015af6b1701c424f1cdbcc5e2f693553e

Observation c4c38685-6ed3-4f5c-9515-5b145c108743 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 104

Resolution
parse uncertain
raw_fallback, observed 2026-05-10T22:24:06.652214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:ba6ea39d3b2f33d8bbca62b14b168c22061ae8476e14e18ff62e6712e639c7ca

Observation 7b019dc4-e122-4bb8-84da-565f77cc8959 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 105

Resolution
parse uncertain
raw_fallback, observed 2026-05-10T22:24:06.664388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:34798747070e107102f94192cc017e6c9b9a8683686773dc874170f9810cc5ac

Observation d618f0a8-bee5-479a-ad63-21acd40a5c75 · outbound

This paper cites an unresolved cited work.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Unresolved cited work

Reference 106

Resolution
unresolved
raw_fallback, observed 2026-05-10T22:24:06.668222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:d281d51ef882012212627bc9219ca519f35f8fd56da72fd8211c224381aa3b1f

Observation 50d44a29-5bc4-49b6-814c-0be9c7e914e3 · outbound

This paper cites It narrowly avoids an early termination at step 5.

Do As I Can, Not As I Say: Grounding Language in Robotic Affordances It narrowly avoids an early termination at step 5

Reference 107

Resolution
verified fuzzy
raw_fallback, observed 2026-05-10T22:24:06.686574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:24:05.999350Z digest=sha256:e86a5d5c9f28be5ffb06d499123233e1a1eacd179760996f62d7f80b68d6c90b

Pith citing papers

Observation 7a5cc0c7-de91-45e7-8dbf-0f01a2310baf · inbound

Chain-of-Thought Prompting Elicits Reasoning in Large Language Models cites this paper.

Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.862904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-10T12:54:44.636760Z digest=sha256:60d91f043f5c3d203d83af661ab72c79298fcd5bc72a891d788a74a372462204

Observation 17929993-bc56-43c4-9245-434823d57c5f · inbound

A Generalist Agent cites this paper.

A Generalist Agent Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-13T06:24:49.867592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-13T06:24:49.833638Z digest=sha256:ecdcda91b6e9d2ebdc6ee398f8487cf58478d750beaecaa67c9c634be754ee81

Observation 357f1ad4-eed1-4b6c-b1a1-f4c4f7b54027 · inbound

Emergent Abilities of Large Language Models cites this paper.

Emergent Abilities of Large Language Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-11T07:38:37.972334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-11T07:38:37.734402Z digest=sha256:7f35006f510073abd73b1f7d862993f00ffa195ea5508270207fafe8f3ee0b99

Observation 67cd11e7-ffc5-4a21-8e9e-d7b5128ef3a1 · inbound

Language Models (Mostly) Know What They Know cites this paper.

Language Models (Mostly) Know What They Know Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.862904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-10T15:42:47.274448Z digest=sha256:82acd87e676b98c8fb947b83f2b7b55011a0926d21c7d221ee977bb18d53df87

Observation 2725c65c-3725-4d6b-9d6e-611ab8c08c20 · inbound

Inner Monologue: Embodied Reasoning through Planning with Language Models cites this paper.

Inner Monologue: Embodied Reasoning through Planning with Language Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-05-11T20:10:45.949564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T20:10:43.912935Z digest=sha256:67415508de27b8e0140161946ee7c5c9a75a4a57b27c3a0b368e0aa3b183c406

Observation 2c02c8a2-8862-411e-a650-3e0a2a96d5a8 · inbound

Code as Policies: Language Model Programs for Embodied Control cites this paper.

Code as Policies: Language Model Programs for Embodied Control Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-05-15T00:38:02.844667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T00:38:02.723424Z digest=sha256:21ae2ab0667c08b0f71cd540e50729a56da4a5e8847a309408df78164e6539ee

Observation d367099b-15e5-4ffa-8e9d-63fd78a4ee14 · inbound

Large Language Models Are Human-Level Prompt Engineers cites this paper.

Large Language Models Are Human-Level Prompt Engineers Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-24T09:43:26.410933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T09:43:26.288866Z digest=sha256:09086d5957204999637a5940f035e8b7bfb831fd02a313d9cf3c1fb1488a711e

Observation 37e922c0-868c-49e8-9808-95c6b73fbfc7 · inbound

PAL: Program-aided Language Models cites this paper.

PAL: Program-aided Language Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-05-15T05:02:50.186479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-15T05:02:50.117120Z digest=sha256:c9fdcab6320f11c31e9b641ee470e9de47d6bcf089d2625b84d09c196fc06f05

Observation 88ecd95e-0d87-4cd6-9ffe-b38ca88be16c · inbound

The Flan Collection: Designing Data and Methods for Effective Instruction Tuning cites this paper.

The Flan Collection: Designing Data and Methods for Effective Instruction Tuning Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-24T09:14:16.371577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T09:13:30.054153Z digest=sha256:3799cbb3d8b6818a58248d555a73c63916b9ec69d06b0b02a8ab4877edfc7f76

Observation 8d5980c1-8d64-4b0f-8f14-a23bce35f2a3 · inbound

PaLM-E: An Embodied Multimodal Language Model cites this paper.

PaLM-E: An Embodied Multimodal Language Model Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-10T22:29:29.801274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T22:29:29.631351Z digest=sha256:d40f45940d06f93027a6693c434ef2ef9b599058f5e74fde3cb047fc01ebef05

Observation cf22cc3f-5d6a-423b-a427-893e7c1c9cc8 · inbound

Reflexion: Language Agents with Verbal Reinforcement Learning cites this paper.

Reflexion: Language Agents with Verbal Reinforcement Learning Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.862904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T13:51:41.915864Z digest=sha256:d16197033862b79131db543c0b306c8f015f272972a4b96c78561b3841fd7a82

Observation 13c71096-c9da-4afb-bb63-5fb1cd929866 · inbound

MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action cites this paper.

MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-14T01:17:58.719529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-14T01:17:58.678036Z digest=sha256:b8c6a3c3325583d5528d9dbb0db3ae2960913689beb72e4ace0a388db774f65a

Observation 06b00639-6c40-4c94-82de-6594f9dc2064 · inbound

Language Models can Solve Computer Tasks cites this paper.

Language Models can Solve Computer Tasks Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-17T12:17:26.854125Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-17T12:17:26.602361Z digest=sha256:4b45c6628881ef07f332a110d97f28b5c7c6dbf126fab610b84f8abe416e2c7c

Observation 5e0979ab-de0c-4995-a338-17038d00653f · inbound

LLM+P: Empowering Large Language Models with Optimal Planning Proficiency cites this paper.

LLM+P: Empowering Large Language Models with Optimal Planning Proficiency Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-05-14T18:36:18.403606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-14T18:36:18.342052Z digest=sha256:5cf203d641591715b909d95f84611ce4dee693ad966fe6c743cfe11465835c1f

Observation 177e97af-51c6-4a19-a55e-45b78d38a520 · inbound

Reasoning with Language Model is Planning with World Model cites this paper.

Reasoning with Language Model is Planning with World Model Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 101

Resolution
metadata mismatch
local_arxiv, observed 2026-05-17T01:49:29.082582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-17T01:49:28.796581Z digest=sha256:647f31201f733cfb4949c33ad02905acd497e4b85824d672f20ef99b3369fe2c

Observation 706a5a2d-e6c9-4f2c-b89d-67751b659b58 · inbound

Gorilla: Large Language Model Connected with Massive APIs cites this paper.

Gorilla: Large Language Model Connected with Massive APIs Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-11T23:22:17.209349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T23:22:16.879418Z digest=sha256:298d164d7e8f6f655ee81d308fd2348f67cd7c85bfd2444fabf4ddbfdf28901b

Observation f14b34cd-76bd-4d20-afa0-e87025b32c99 · inbound

Voyager: An Open-Ended Embodied Agent with Large Language Models cites this paper.

Voyager: An Open-Ended Embodied Agent with Large Language Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.862904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T13:11:40.995345Z digest=sha256:785654abafccf55fa905c2f3ae211419054ba9d7da7bd36881144f2f8a8c4ab4

Observation d66dd552-b70a-45a7-87ef-180e92f447a3 · inbound

Mind2Web: Towards a Generalist Agent for the Web cites this paper.

Mind2Web: Towards a Generalist Agent for the Web Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-15T20:05:16.054579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T20:05:15.992207Z digest=sha256:0954fa691963eab406c2c6785abfb64b348a69cbc3b893d869bbc956335242c1

Observation 70933c0f-eae2-4ae8-9f9a-8f44404b9765 · inbound

VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models cites this paper.

VoxPoser: Composable 3D Value Maps for Robotic Manipulation with Language Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-05-13T08:57:22.465053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-13T08:57:22.299028Z digest=sha256:ac275468ef6879fd9351879abd7837b99d14ab6c2751b05f4d6a0449902c1233

Observation ee038976-5c57-4f46-bafd-d460503f0008 · inbound

A Survey on Large Language Model based Autonomous Agents cites this paper.

A Survey on Large Language Model based Autonomous Agents Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 79

Resolution
verified exact
local_arxiv, observed 2026-05-15T04:03:01.211574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T04:03:00.340349Z digest=sha256:081dcd7694479a29e1996c0e4fc9115d1dcfafcd9cf80cc23c2e415af5b9de9e

Observation a6874fb7-ed28-4b0d-b584-552eda52f98a · inbound

Cognitive Architectures for Language Agents cites this paper.

Cognitive Architectures for Language Agents Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-16T19:33:44.262518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T19:33:44.146134Z digest=sha256:76682f3f5f5f21085a0ec2006df8ade5d0ae41c35dca6edf424c301c454ff90c

Observation 3f1bc5f5-6e10-4b2e-b720-c85cf048815b · inbound

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution cites this paper.

Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-05-16T08:12:31.243183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-16T08:12:30.984870Z digest=sha256:58ca5de7614c2299054bc0c36f15e1a727f3726749beed7a16fb35a2471b7ba1

Observation 76cc6861-a9c8-4400-bc5e-aba06a5bb37a · inbound

The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision) cites this paper.

The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision) Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-15T23:26:06.404031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T23:26:06.183574Z digest=sha256:897015c204903359f4d143da6f4b79dbe483eac2db01801779e0e50cf37bd894

Observation 34702baa-ca1d-4cca-a798-7a6c9d2c33fc · inbound

GPT-Driver: Learning to Drive with GPT cites this paper.

GPT-Driver: Learning to Drive with GPT Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-15T15:05:32.014052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T15:05:31.928650Z digest=sha256:96d938fdacf8fc2e9c1b903baeea630b96848534a3f1822f50a64a706d479451

Observation 6081abe3-b842-41f4-a22e-b1bb394d0108 · inbound

Reinforcement Learning with Foundation Priors: Let the Embodied Agent Efficiently Learn on Its Own cites this paper.

Reinforcement Learning with Foundation Priors: Let the Embodied Agent Efficiently Learn on Its Own Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-05-24T06:44:02.626571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-24T06:40:00.328012Z digest=sha256:a5d6050f9a1bed8f391e2726b7086af390baf2663bee10f2a0270c089b5b98b2

Observation 97e469dc-0beb-41d3-9dae-fae1e01d6b15 · inbound

Learning Interactive Real-World Simulators cites this paper.

Learning Interactive Real-World Simulators Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 245

Resolution
metadata mismatch
local_arxiv, observed 2026-05-16T02:15:18.554716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-16T02:15:18.265190Z digest=sha256:669bee2bb42fe9fac8b17fa52f14e650a5d711d33f0da7f82defd66b19833f5a

Observation 92435b6d-10f9-4032-8ce9-0a90cbf3ef3f · inbound

MimicGen: A Data Generation System for Scalable Robot Learning using Human Demonstrations cites this paper.

MimicGen: A Data Generation System for Scalable Robot Learning using Human Demonstrations Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-05-17T09:47:55.074006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-17T09:47:54.977716Z digest=sha256:00fd5fadb26bd377ef7a4ccddc7ce1999e8135955f178bf90e9062a26c2d8648

Observation 1cbe03ef-32ab-43bd-960c-956b0c11ab89 · inbound

Vision-Language Foundation Models as Effective Robot Imitators cites this paper.

Vision-Language Foundation Models as Effective Robot Imitators Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-16T21:44:27.586835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T21:44:27.562453Z digest=sha256:54b95df1c16a3cd60fd3291b1e424ad0bd54427ed7913546675907ea96bb838b

Observation 1c5171fc-f3ba-4a8f-9ae1-7f2285a4603a · inbound

Remember what you did so you know what to do next cites this paper.

Remember what you did so you know what to do next Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-25T08:25:34.231313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-25T08:20:54.753641Z digest=sha256:750efda56c5fbb495edc354fb68523a3f095417b56fc251d3b38117dda619c3f

Observation 980b933a-2eae-48db-9820-0620992f228e · inbound

Unleashing Large-Scale Video Generative Pre-training for Visual Robot Manipulation cites this paper.

Unleashing Large-Scale Video Generative Pre-training for Visual Robot Manipulation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-13T16:32:05.643152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-13T16:32:05.538507Z digest=sha256:e4ceb6b076a73c147504bd62cf3ec3719e42a68f83d2f2d61319c420df82d22c

Observation 329d7d14-c7ba-4ebd-971d-8bf476cdcbdc · inbound

AppAgent: Multimodal Agents as Smartphone Users cites this paper.

AppAgent: Multimodal Agents as Smartphone Users Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 85

Resolution
metadata mismatch
local_arxiv, observed 2026-05-17T10:16:43.817608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-17T10:16:43.364787Z digest=sha256:408d6b9eaf7b98059234fa86632efc8f96b51f8f7b30ac7c30424b0bcdee5400

Observation 5f8196ff-7883-4ed7-a3d0-6e6f8675a06c · inbound

Mobile ALOHA: Learning Bimanual Mobile Manipulation with Low-Cost Whole-Body Teleoperation cites this paper.

Mobile ALOHA: Learning Bimanual Mobile Manipulation with Low-Cost Whole-Body Teleoperation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 4

Resolution
verified exact
local_arxiv, observed 2026-05-14T22:02:55.380509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-14T22:02:55.240949Z digest=sha256:b7f52efddcab9d269402e25def5cbe90a1236e6792bfa5161e75e31e6b7cce49

Observation 1aa61eb4-f552-4e8e-b89b-f1be84c1a3b8 · inbound

Agent AI: Surveying the Horizons of Multimodal Interaction cites this paper.

Agent AI: Surveying the Horizons of Multimodal Interaction Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 204

Resolution
metadata mismatch
local_arxiv, observed 2026-05-18T14:25:59.626487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-05-18T14:25:58.876978Z digest=sha256:5c8c3e392692972998610455719c0ddec005cfb8bc56c5d2f2318261381036d3

Observation 5fcafab7-a767-46ef-8926-087c26e32421 · inbound

RoboCasa: Large-Scale Simulation of Everyday Tasks for Generalist Robots cites this paper.

RoboCasa: Large-Scale Simulation of Everyday Tasks for Generalist Robots Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-12T23:46:30.329481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-12T23:46:30.198761Z digest=sha256:ea4d5525710b7647db622062e05d5cb6de2eb3e4a2171d92f27598b059e9fd55

Observation c6ae8024-f86d-4108-8f34-fc295edaede3 · inbound

$\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains cites this paper.

$\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-11T03:19:00.913110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T03:19:00.831153Z digest=sha256:673c62632e700c47580684aec5d4e31065d7f2e82201c11bbe0817e2a951bc2c

Observation 769d7911-afc8-4c91-80f9-3c4e6bb11248 · inbound

TinyVLA: Towards Fast, Data-Efficient Vision-Language-Action Models for Robotic Manipulation cites this paper.

TinyVLA: Towards Fast, Data-Efficient Vision-Language-Action Models for Robotic Manipulation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-05-17T16:12:26.018046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-17T16:12:25.980853Z digest=sha256:ab27029f7a24f1c4fa8f8cccf8b8ffeef027e216a167345a8458d9e403c95a9d

Observation 1d5275a4-7f38-4262-9c4a-5d8db49ca68b · inbound

Analyzing Multimodal Interaction Strategies for LLM-Assisted Manipulation of 3D Scenes cites this paper.

Analyzing Multimodal Interaction Strategies for LLM-Assisted Manipulation of 3D Scenes Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-05-23T18:43:18.957497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-23T18:42:00.624044Z digest=sha256:61ef77abb134c4621b05e6379d43f507afa08d0e906378b329c317cf6157926c

Observation 66483837-3208-4533-b954-885452a870d2 · inbound

$\pi_0$: A Vision-Language-Action Flow Model for General Robot Control cites this paper.

$\pi_0$: A Vision-Language-Action Flow Model for General Robot Control Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:24:06.862904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-10T12:38:24.425784Z digest=sha256:9a700538aaba157263818b898d244b2522c7259c34e230163419f2d97cd10323

Observation abe2bfd4-d181-42b7-9074-b52de0996682 · inbound

LiLMaps: Learnable Implicit Language Maps cites this paper.

LiLMaps: Learnable Implicit Language Maps Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-10T21:59:44.500475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:59:44.500475Z digest=sha256:0a17b06ea47c485e6ab96c2d884f04164753e0daedb2714ac6c7c90f2a8a1308

Observation 04dbb116-8bea-44ab-a320-3dc5e2669a31 · inbound

Beyond Sight: Finetuning Generalist Robot Policies with Heterogeneous Sensors via Language Grounding cites this paper.

Beyond Sight: Finetuning Generalist Robot Policies with Heterogeneous Sensors via Language Grounding Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-10T21:30:20.745691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T21:30:20.745691Z digest=sha256:7d7c12efc1d1dc312463be29c7c44bb6c7eee7a81dfa8bcdf296ff69c30525c8

Observation 5124b2bd-93a5-4b51-9ad2-c56d3a5e2e1e · inbound

Seeing with Partial Certainty: Conformal Prediction for Robotic Scene Recognition in Built Environments cites this paper.

Seeing with Partial Certainty: Conformal Prediction for Robotic Scene Recognition in Built Environments Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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source=arxiv_source observed=2026-08-10T21:26:07.292263Z digest=sha256:8800666e02b798139c157f0ecd7712413bf208c98e5bb9eaa8d57df16182f0d0

Observation 035679c6-a12f-4b21-a244-2562a477904b · inbound

From Screens to Scenes: A Survey of Embodied AI in Healthcare cites this paper.

From Screens to Scenes: A Survey of Embodied AI in Healthcare Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 296

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source=pdf_text observed=2026-08-10T20:43:11.096662Z digest=sha256:a4f2d881a5f0335fe207a8ffe4fd295699bac81546d1e31ac1a98ba0d53cfb92

Observation f467fbf4-38b5-479c-85ef-724cba40f346 · inbound

Flow: Modularized Agentic Workflow Automation cites this paper.

Flow: Modularized Agentic Workflow Automation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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no resolver link, observed 2026-08-10T20:37:40.340472Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T20:37:40.340472Z digest=sha256:60b88b337b8ccc59c0e1a0b2d2b4a1e2b12202a568dc03ea8db171765a6660fa

Observation 6b901260-a2d5-4712-8790-15f41ff2662c · inbound

RoboReflect: A Robotic Reflective Reasoning Framework for Grasping Ambiguous-Condition Objects cites this paper.

RoboReflect: A Robotic Reflective Reasoning Framework for Grasping Ambiguous-Condition Objects Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 11

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source=pdf_text observed=2026-08-10T20:11:32.481683Z digest=sha256:b82f951895f55044f6c2cb38a7720ca486ea44f3ff0d8f6f756877def11431bb

Observation f7b214e4-81a3-424b-9638-53ab6748248d · inbound

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models cites this paper.

Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 3

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verified exact
local_arxiv, observed 2026-05-15T21:20:59.410885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T21:20:59.128986Z digest=sha256:143a8a572f7da8661b48a5b5fd522bb0348c386862e88fd5631ee3028cf2a5ca

Observation e0d2a305-fe01-4fb1-88d8-8aa637f3478b · inbound

FAST: Efficient Action Tokenization for Vision-Language-Action Models cites this paper.

FAST: Efficient Action Tokenization for Vision-Language-Action Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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verified exact
local_arxiv, observed 2026-05-11T08:52:31.959920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T08:52:31.686474Z digest=sha256:4573af3cde89d28e5b00322acf006c603264b38e427bceec2b9d55b444900dde

Observation aafc40eb-ed40-46e5-99ba-4962151bbf3a · inbound

GeoManip: Geometric Constraints as General Interfaces for Robot Manipulation cites this paper.

GeoManip: Geometric Constraints as General Interfaces for Robot Manipulation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 3

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no resolver link, observed 2026-08-10T19:47:36.384840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T19:47:36.384840Z digest=sha256:84995ce88a6815180d9fd715ced925880fcb1d17880398cd134176225163fc23

Observation 8430d265-a9de-49cb-8b96-3f020d611603 · inbound

Universal Actions for Enhanced Embodied Foundation Models cites this paper.

Universal Actions for Enhanced Embodied Foundation Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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no resolver link, observed 2026-08-10T19:29:39.678275Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T19:29:39.678275Z digest=sha256:1ad5744d708d4ade16e3ecc6016fdd7af00a05be911775506d4138d0b53b8d49

Observation d59728d9-b2cb-4f78-a879-eecc87967058 · inbound

The "Law" of the Unconscious Contrastive Learner: Probabilistic Alignment of Unpaired Modalities cites this paper.

The "Law" of the Unconscious Contrastive Learner: Probabilistic Alignment of Unpaired Modalities Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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no resolver link, observed 2026-08-10T18:33:19.487103Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T18:33:19.487103Z digest=sha256:471c5254aed91eadb77d7e2bc51c69e0b003a3bf863d1c95b047ca26d7053e4d

Observation 37538e2d-b26d-46cb-b491-ae013ac33ce7 · inbound

Episodic memory in AI agents poses risks that should be studied and mitigated cites this paper.

Episodic memory in AI agents poses risks that should be studied and mitigated Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 14

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no resolver link, observed 2026-08-10T17:58:17.744013Z

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source=pdf_text observed=2026-08-10T17:58:17.744013Z digest=sha256:f7ee7a46f13cc258e3be70d35b42866e7f882916b652052519d50a7104b4a3cf

Observation 2019954d-4093-43cf-8559-bc781f803aa7 · inbound

FREYR: A Framework for Recognizing and Executing Your Requests cites this paper.

FREYR: A Framework for Recognizing and Executing Your Requests Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 11

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no resolver link, observed 2026-08-10T17:37:18.449209Z

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source=pdf_text observed=2026-08-10T17:37:18.449209Z digest=sha256:6d91920d19dc8068c7589c31a4547e375898a57fd727e5a5e7e6ef5c643b56d7

Observation 09811748-214d-4184-a9bc-58b66f5cec1d · inbound

Inductive Biases for Zero-shot Systematic Generalization in Language-informed Reinforcement Learning cites this paper.

Inductive Biases for Zero-shot Systematic Generalization in Language-informed Reinforcement Learning Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 13

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no resolver link, observed 2026-08-10T14:28:19.057690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-10T14:28:19.057690Z digest=sha256:df6d447ebe6c728ba0152e6944d78d09404794732f5771376053ed99755a0366

Observation 27a314f0-36a1-45c6-ae1d-11c0d0ac6a00 · inbound

Robust Mobile Robot Path Planning via LLM-Based Dynamic Waypoint Generation cites this paper.

Robust Mobile Robot Path Planning via LLM-Based Dynamic Waypoint Generation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2008

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source=pdf_text observed=2026-08-10T13:54:48.481390Z digest=sha256:2ae2ff1cf615caa0d91da3f4d271906c4341f4bbf2639641fee1f0628cbabfb4

Observation 1b41036e-dd35-4d00-8dae-5a5979e4d840 · inbound

Improving Vision-Language-Action Model with Online Reinforcement Learning cites this paper.

Improving Vision-Language-Action Model with Online Reinforcement Learning Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 5

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no resolver link, observed 2026-08-10T11:39:56.032353Z

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source=pdf_text observed=2026-08-10T11:39:56.032353Z digest=sha256:a2d7d3b43cd42ac165196b509344f91ec6a922ac21b053b48c64c9ff40dc0f90

Observation dda03eec-d350-45c6-a99c-03e70596bf8f · inbound

RDMM: Fine-Tuned LLM Models for On-Device Robotic Decision Making with Enhanced Contextual Awareness in Specific Domains cites this paper.

RDMM: Fine-Tuned LLM Models for On-Device Robotic Decision Making with Enhanced Contextual Awareness in Specific Domains Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 4

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unresolved
no resolver link, observed 2026-08-10T05:48:45.900421Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T05:48:45.900421Z digest=sha256:f6f4956fb8290459564dec44ba2304f61220f9793fd647ee7d7973434bcf0b4c

Observation 740b03c6-d8d0-4563-9045-2518ca48f79b · inbound

Integrating LMM Planners and 3D Skill Policies for Generalizable Manipulation cites this paper.

Integrating LMM Planners and 3D Skill Policies for Generalizable Manipulation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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no resolver link, observed 2026-08-09T22:44:50.706253Z

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source=pdf_text observed=2026-08-09T22:44:50.706253Z digest=sha256:6a8f2ec73b0dfcdaed8e2e0ea1da999548d9d66a50a6103ddb968daed26a3aaa

Observation 117aea19-4896-4035-ad31-92e30be3ff51 · inbound

CodeSteer: Symbolic-Augmented Language Models via Code/Text Guidance cites this paper.

CodeSteer: Symbolic-Augmented Language Models via Code/Text Guidance Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2023

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no resolver link, observed 2026-08-09T12:16:27.359434Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T12:16:27.359434Z digest=sha256:bcdbfb70b048c40923e0a644f3c18b81d0a7d971b9681a65995832866a5bed96

Observation e51d3baf-2f1e-4ea5-977b-89cba079c867 · inbound

Learning Strategic Language Agents in the Werewolf Game with Iterative Latent Space Policy Optimization cites this paper.

Learning Strategic Language Agents in the Werewolf Game with Iterative Latent Space Policy Optimization Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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no resolver link, observed 2026-08-08T21:58:39.384831Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T21:58:39.384831Z digest=sha256:cc20e4b7fd502ccc61700d7d340ce18cf6770230b2b0e2fa45fab0d7b9279671

Observation f6372894-97fe-4e1c-abba-db7978dcf2b6 · inbound

DexVLA: Vision-Language Model with Plug-In Diffusion Expert for General Robot Control cites this paper.

DexVLA: Vision-Language Model with Plug-In Diffusion Expert for General Robot Control Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 35

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verified exact
local_arxiv, observed 2026-05-14T19:48:49.053190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-14T19:48:48.725800Z digest=sha256:42a91e1ab32055be16c25d5296de8b20a4045c41dd918e88d2e388287c4e1517

Observation c3a65100-2e0f-424c-889b-d3855b56bad2 · inbound

Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning cites this paper.

Training Language Models for Social Deduction with Multi-Agent Reinforcement Learning Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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no resolver link, observed 2026-08-08T16:57:01.572507Z

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source=pdf_text observed=2026-08-08T16:57:01.572507Z digest=sha256:a27417639ce8ab6543fa48a80410c3b93c9ce1d8b37930dd3d1ccd9dad01b8a8

Observation e2920c4d-8d7c-4f4c-ad6a-f74eb3245b83 · inbound

A Real-to-Sim-to-Real Approach to Robotic Manipulation with VLM-Generated Iterative Keypoint Rewards cites this paper.

A Real-to-Sim-to-Real Approach to Robotic Manipulation with VLM-Generated Iterative Keypoint Rewards Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 10

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no resolver link, observed 2026-08-08T00:03:16.324781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T00:03:16.324781Z digest=sha256:2bdd709f07fe308ae2b94224daf8dc17adcb4e715380d0744dc6246037f10218

Observation 8e710c2c-f061-4eec-bc6b-dd7432edafe1 · inbound

3D-Grounded Vision-Language Framework for Robotic Task Planning: Automated Prompt Synthesis and Supervised Reasoning cites this paper.

3D-Grounded Vision-Language Framework for Robotic Task Planning: Automated Prompt Synthesis and Supervised Reasoning Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 33

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no resolver link, observed 2026-08-07T23:21:24.801646Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-07T23:21:24.801646Z digest=sha256:faa501860dd36b31cd1251477ce22e3f467eedd6607b89370a9c8e931d53e826

Observation 30156cce-ac1a-4ef8-ab1f-d47e2d1cfd7e · inbound

Fine-Tuning Vision-Language-Action Models: Optimizing Speed and Success cites this paper.

Fine-Tuning Vision-Language-Action Models: Optimizing Speed and Success Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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verified exact
local_arxiv, observed 2026-05-11T04:35:32.192953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-11T04:35:31.914360Z digest=sha256:28bcd56aba55bb59b57b9480b3ea3e7d2b6ccf83637413c924ab5d21b9419b8d

Observation a26e4681-5133-4c33-a257-2faa9e5fe077 · inbound

HybridVLA: Collaborative Diffusion and Autoregression in a Unified Vision-Language-Action Model cites this paper.

HybridVLA: Collaborative Diffusion and Autoregression in a Unified Vision-Language-Action Model Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-15T22:00:49.109876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-15T22:00:48.667428Z digest=sha256:9447200d978112a0c39313a9b2018d555f1e1a1f32478df504d5a18cb1043ad7

Observation 78d66ea7-8622-4c83-a5a6-a95c2d5e91be · inbound

$\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization cites this paper.

$\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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verified exact
local_arxiv, observed 2026-05-22T18:05:00.997231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-22T18:02:23.305313Z digest=sha256:edf0008d758aa82cb020f4549827f62fc41e443cd45cc2514411cf6996397f23

Observation c426fff8-a316-4864-97ae-3a1b5320e1ed · inbound

Scaling Laws for State Dynamics in Large Language Models cites this paper.

Scaling Laws for State Dynamics in Large Language Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2022

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no resolver link, observed 2026-08-07T15:31:30.715922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:31:30.715922Z digest=sha256:46d039713b1b124ee0ca5d84b962eed4d32bf8d4f4519ad24172d207764c55f6

Observation 69a0a472-d933-472a-b791-5a9bd51516f7 · inbound

Implicit Jailbreak Attacks via Cross-Modal Information Concealment on Vision-Language Models cites this paper.

Implicit Jailbreak Attacks via Cross-Modal Information Concealment on Vision-Language Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 15

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no resolver link, observed 2026-08-07T15:03:36.218162Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:03:36.218162Z digest=sha256:ea6104f2058b32b4068c1680a497dc92121121ea79f784faeb1fe74fae5c2440

Observation 4f499371-91b7-4641-b407-909efcd76e9a · inbound

Rethinking Agent Design: From Top-Down Workflows to Bottom-Up Skill Evolution cites this paper.

Rethinking Agent Design: From Top-Down Workflows to Bottom-Up Skill Evolution Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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no resolver link, observed 2026-08-07T14:47:30.136518Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:47:30.136518Z digest=sha256:4aea581435a6c4cc4598393ca0aa3315a382a3f4556521116391b6d19652de21

Observation a6e35b73-2be5-4225-b6a1-5d66a7f4e2b2 · inbound

LA-RCS: LLM-Agent-Based Robot Control System cites this paper.

LA-RCS: LLM-Agent-Based Robot Control System Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 42

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no resolver link, observed 2026-08-07T14:51:08.262493Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:51:08.262493Z digest=sha256:8d571f8a81fb5dd965b3c57a4fa588c9ed1a23a19c00ea98c21ea670121e71db

Observation 06106b82-138f-4a14-ac74-ade6b2ee2d5d · inbound

On the Dual-Use Dilemma in Physical Reasoning and Force cites this paper.

On the Dual-Use Dilemma in Physical Reasoning and Force Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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unresolved
no resolver link, observed 2026-08-07T14:28:02.000439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:28:02.000439Z digest=sha256:f0710dd1654516aa062f56c52291c208d081c595c62ceae1707cb6d358f3bcf8

Observation 14d93eea-e5c0-4cd8-96c4-35f485d4e8a1 · inbound

Sensorimotor Self-Recognition in Multimodal Large Language Model-Driven Robots cites this paper.

Sensorimotor Self-Recognition in Multimodal Large Language Model-Driven Robots Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 23

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verified exact
local_arxiv, observed 2026-05-19T13:32:19.273200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T13:29:34.151546Z digest=sha256:fd9fc0471d1768dab0a6c8647271f6019d87f643c8574957f61a1004f5a45106

Observation 0fcad41e-c896-4525-9b54-a54c8d4c9d21 · inbound

Towards Humanoid Robot Autonomy: A Dynamic Architecture Integrating Continuous thought Machines (CTM) and Model Context Protocol (MCP) cites this paper.

Towards Humanoid Robot Autonomy: A Dynamic Architecture Integrating Continuous thought Machines (CTM) and Model Context Protocol (MCP) Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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unresolved
no resolver link, observed 2026-08-07T14:19:12.829085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:19:12.829085Z digest=sha256:0a727c29c8017451177b48b91c322a23e6e4ef690f56797200f126e4ab90350a

Observation 5c4c8073-19af-4a27-b687-cff42eba5f52 · inbound

Multiplicity is an Inevitable and Inherent Challenge in Multimodal Learning cites this paper.

Multiplicity is an Inevitable and Inherent Challenge in Multimodal Learning Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 6

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no resolver link, observed 2026-08-07T14:16:05.878432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:16:05.878432Z digest=sha256:8598c836f2077da6f08433057ca9cdfafcb5aaa6bd0b35605c82c38628c73a5e

Observation fc7c3a19-c28a-48e4-abe9-833cd3fe8f5d · inbound

Subtle Risks, Critical Failures: A Framework for Diagnosing Physical Safety of LLMs for Embodied Decision Making cites this paper.

Subtle Risks, Critical Failures: A Framework for Diagnosing Physical Safety of LLMs for Embodied Decision Making Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2022

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unresolved
no resolver link, observed 2026-08-07T14:12:26.284427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:12:26.284427Z digest=sha256:d7fc34a4d1f5c3f189c70d8710e7c048baf0fb4e9612131782096c134410569c

Observation 9fbf3cd1-b088-4e22-87b7-ecf36d5f5cf3 · inbound

Robot Operation of Home Appliances by Reading User Manuals cites this paper.

Robot Operation of Home Appliances by Reading User Manuals Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 36

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no resolver link, observed 2026-08-07T13:59:20.377078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:59:20.377078Z digest=sha256:86f4e3b06be10a7e916bc511d102c0345a224a1cf68ad3e3ed67d9347b579135

Observation f8430a45-e6ef-49df-9ff3-396f11e51c05 · inbound

LLM-Guided Reinforcement Learning: Addressing Training Bottlenecks through Policy Modulation cites this paper.

LLM-Guided Reinforcement Learning: Addressing Training Bottlenecks through Policy Modulation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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no resolver link, observed 2026-08-07T13:53:37.218896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:53:37.218896Z digest=sha256:51c5fda70a2d2762656be407d363007392f621352267fc7381e2347bb73a3101

Observation 15921749-94dc-40da-880f-362e189737d1 · inbound

ManiTaskGen: A Comprehensive Task Generator for Benchmarking and Improving Vision-Language Agents on Embodied Decision-Making cites this paper.

ManiTaskGen: A Comprehensive Task Generator for Benchmarking and Improving Vision-Language Agents on Embodied Decision-Making Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 4

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source=pdf_text observed=2026-08-07T13:53:55.137137Z digest=sha256:26077fc0d406a17baf676069178a3192f71538712c3a9015e8ae567a52b11b1d

Observation 42200279-e32f-4538-8d46-af1268e082e5 · inbound

Think Twice, Act Once: Token-Aware Compression and Action Reuse for Efficient Inference in Vision-Language-Action Models cites this paper.

Think Twice, Act Once: Token-Aware Compression and Action Reuse for Efficient Inference in Vision-Language-Action Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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source=pdf_text observed=2026-08-07T13:42:58.620579Z digest=sha256:abc6aa1cf84d832cabbe6b0e380ccb6fa433c1d631f80cbdc4cdb5b1ba89f032

Observation e66acdad-935e-429a-b4ac-ceb7eaa315b2 · inbound

PartInstruct: Part-level Instruction Following for Fine-grained Robot Manipulation cites this paper.

PartInstruct: Part-level Instruction Following for Fine-grained Robot Manipulation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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source=pdf_text observed=2026-08-07T13:35:49.583081Z digest=sha256:d085c8a5a72b565552d6912be61ba18285115e950c3a6c28276356fadf143047

Observation 6d72c2fe-222c-4599-935a-6740ea66b12a · inbound

Reinforced Reasoning for Embodied Planning cites this paper.

Reinforced Reasoning for Embodied Planning Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 6

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source=pdf_text observed=2026-08-07T13:22:21.227527Z digest=sha256:ff5d3551899cbf82b3eeb1c57a8e9741c602c85b1c45d179fface3e92d9f67c4

Observation 052fb765-4852-4631-a7c2-370187f8abe1 · inbound

Reducing Latency in LLM-Based Natural Language Commands Processing for Robot Navigation cites this paper.

Reducing Latency in LLM-Based Natural Language Commands Processing for Robot Navigation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 12

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source=pdf_text observed=2026-08-07T12:41:40.215017Z digest=sha256:f787031b1b457e2b38d5ea34893a9646a1caa4a8926723e4ad50d2b983b2bf14

Observation 0674a851-2993-401b-9646-6fb3e9800e24 · inbound

Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces cites this paper.

Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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no resolver link, observed 2026-08-07T12:16:08.184567Z

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source=pdf_text observed=2026-08-07T12:16:08.184567Z digest=sha256:13c7a5666eb17970ac0e4cd110bab3b68dd44ce4600b619cd87c7aa352be0e6c

Observation 4a2af5aa-9214-4678-b52c-ff461c051d81 · inbound

LoHoVLA: A Unified Vision-Language-Action Model for Long-Horizon Embodied Tasks cites this paper.

LoHoVLA: A Unified Vision-Language-Action Model for Long-Horizon Embodied Tasks Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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no resolver link, observed 2026-08-07T12:11:50.402461Z

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source=pdf_text observed=2026-08-07T12:11:50.402461Z digest=sha256:f09e16068f5ab0dac1ca07a5bd6e7c99bf39566aef353b8e4077c486b0f2d198

Observation 87eb78cc-711c-4883-a8c2-b518f8e7cbdf · inbound

Fast-in-Slow: A Dual-System Foundation Model Unifying Fast Manipulation within Slow Reasoning cites this paper.

Fast-in-Slow: A Dual-System Foundation Model Unifying Fast Manipulation within Slow Reasoning Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 12

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no resolver link, observed 2026-08-07T11:34:11.860549Z

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source=pdf_text observed=2026-08-07T11:34:11.860549Z digest=sha256:a29edbca6464a65abb545d6f62f2ee2109fa4b45d28586488bec87327960eb91

Observation e366fbbc-a98d-45d6-a9fd-282cfbe72334 · inbound

Adversarial Attacks on Robotic Vision Language Action Models cites this paper.

Adversarial Attacks on Robotic Vision Language Action Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 49

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source=pdf_text observed=2026-08-07T11:11:40.431994Z digest=sha256:09a854eff3029f1d4b2a645376e565da495525e2cd845621bb613853534f72b6

Observation 2108d274-4a18-4523-9072-4ba93db47696 · inbound

SwitchVLA: Execution-Aware Task Switching for Vision-Language-Action Models cites this paper.

SwitchVLA: Execution-Aware Task Switching for Vision-Language-Action Models Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 19

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no resolver link, observed 2026-08-07T11:05:38.715516Z

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source=pdf_text observed=2026-08-07T11:05:38.715516Z digest=sha256:04f2bd61a8a069ebae4645d975e728fb01d2c335d9d2b65e9c6ea617067383bf

Observation 2815b932-9317-4a6d-ba17-f441d3ec2320 · inbound

Understanding Physical Properties of Unseen Deformable Objects by Leveraging Large Language Models and Robot Actions cites this paper.

Understanding Physical Properties of Unseen Deformable Objects by Leveraging Large Language Models and Robot Actions Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 4

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no resolver link, observed 2026-08-07T10:59:53.130033Z

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source=pdf_text observed=2026-08-07T10:59:53.130033Z digest=sha256:5d1eefddbc9fd52da3ee053efcf87bc26ad0a43c4691a60e3290855e2a70651c

Observation a9f8027b-9e61-47f8-bcb1-259c546004d2 · inbound

Conversational Interfaces for Parametric Conceptual Architectural Design: Integrating Mixed Reality with LLM-driven Interaction cites this paper.

Conversational Interfaces for Parametric Conceptual Architectural Design: Integrating Mixed Reality with LLM-driven Interaction Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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source=pdf_text observed=2026-08-07T06:03:23.641674Z digest=sha256:228fd1b4377f13467837a7588eefe8def098cc0861a59128468cd28a2822efb8

Observation 1b2a33bc-b820-4e31-aadc-427dcb8b041f · inbound

Bridging Perception and Action: Spatially-Grounded Mid-Level Representations for Robot Generalization cites this paper.

Bridging Perception and Action: Spatially-Grounded Mid-Level Representations for Robot Generalization Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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no resolver link, observed 2026-08-07T06:04:11.033917Z

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source=pdf_text observed=2026-08-07T06:04:11.033917Z digest=sha256:8f3ac07fd9872b48fa97d720e4e000189ad3c3b3347931f40e12561d06276460

Observation 4a3411b1-75c2-43f8-9aa7-e49c43685a0c · inbound

Taking Flight with Dialogue: Enabling Natural Language Control for PX4-based Drone Agent cites this paper.

Taking Flight with Dialogue: Enabling Natural Language Control for PX4-based Drone Agent Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 10

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source=pdf_text observed=2026-08-07T05:36:09.328889Z digest=sha256:30a3967c19f9f82bca379b8ea4cbfb30b80431ef9f8fc9b70c81e0938769995b

Observation d2954c88-ca30-40aa-906f-0a9a0b1ecce4 · inbound

Teaching Physical Awareness to LLMs through Sounds cites this paper.

Teaching Physical Awareness to LLMs through Sounds Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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source=pdf_text observed=2026-08-07T05:15:46.332785Z digest=sha256:5070d45e8de323e58b749eacc6ab032033e6ec529ff91a6fbae6f944e07cfcf4

Observation ab0ee92c-2cc0-4092-b626-807e5d2059c9 · inbound

UAD: Unsupervised Affordance Distillation for Generalization in Robotic Manipulation cites this paper.

UAD: Unsupervised Affordance Distillation for Generalization in Robotic Manipulation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 56

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source=pdf_text observed=2026-08-07T04:58:49.482082Z digest=sha256:6a376027fe43a9b278b6d53ddd7c1e3628dd8ea4f39a128cd2d8af4e9ac958a3

Observation 07c1cea5-58bf-4e8e-a16e-84c7964531ee · inbound

Multi-Agent Language Models: Advancing Cooperation, Coordination, and Adaptation cites this paper.

Multi-Agent Language Models: Advancing Cooperation, Coordination, and Adaptation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 60

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source=pdf_text observed=2026-08-07T04:57:25.783953Z digest=sha256:64e1b25b58ae056acb2cf02a65e73fd70a44ce522f3dd38943235ba408b6865c

Observation d39264ea-a072-4a6a-89f9-0eb42b2f93fc · inbound

CheckManual: A New Challenge and Benchmark for Manual-based Appliance Manipulation cites this paper.

CheckManual: A New Challenge and Benchmark for Manual-based Appliance Manipulation Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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no resolver link, observed 2026-08-07T04:55:20.272374Z

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source=pdf_text observed=2026-08-07T04:55:20.272374Z digest=sha256:ceed04a5d3b17a190400708855a0a73f239b2f2528f57a6ad8dd237134c3ed5f

Observation 825d9dac-27ca-48c8-86b2-f60c2128e7b9 · inbound

Leveraging LLMs for Mission Planning in Precision Agriculture cites this paper.

Leveraging LLMs for Mission Planning in Precision Agriculture Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 3

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no resolver link, observed 2026-08-07T04:39:54.466441Z

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source=pdf_text observed=2026-08-07T04:39:54.466441Z digest=sha256:fbb1420419fe5d3da8cd78f99ae01fba7345cec25de3c33d15a903c9152f4960

Observation 2d9b77cc-fac5-4e7e-8be6-9bd28d98daf1 · inbound

One For All: LLM-based Heterogeneous Mission Planning in Precision Agriculture cites this paper.

One For All: LLM-based Heterogeneous Mission Planning in Precision Agriculture Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 3

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no resolver link, observed 2026-08-07T04:38:03.932688Z

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source=arxiv_source observed=2026-08-07T04:38:03.932688Z digest=sha256:33fbed91154c73987d471495f0a05192c58ebf9158d283b5e1f4f18ec63101e7

Observation 361f752a-3a59-4be0-9ec8-5cc4e2de10b9 · inbound

IDEA: Augmenting Design Intelligence through Design Space Exploration cites this paper.

IDEA: Augmenting Design Intelligence through Design Space Exploration Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 36

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source=pdf_text observed=2026-08-07T04:27:38.951783Z digest=sha256:228b858ae861cc9855129b4ef232e7927d1ada141fd4833810f05b87be9a291a

Observation c8333fc0-7cb3-41f0-8bf5-79688f81c4bd · inbound

AntiGrounding: Lifting Robotic Actions into VLM Representation Space for Decision Making cites this paper.

AntiGrounding: Lifting Robotic Actions into VLM Representation Space for Decision Making Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 8

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source=pdf_text observed=2026-08-07T00:57:25.641202Z digest=sha256:3b4660b07f13707cb2eb676e5f69fd83f8c8286569224a1053c17b5a14e59822

Observation 3886f0f4-bdb2-402a-90e5-751bc6b0ed95 · inbound

Prompting with the Future: Open-World Model Predictive Control with Interactive Digital Twins cites this paper.

Prompting with the Future: Open-World Model Predictive Control with Interactive Digital Twins Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 2

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source=pdf_text observed=2026-08-07T00:31:00.289117Z digest=sha256:c100e1c406b1f2494df49b2487ae1685f0c50f9bbdc468859b239d45c1bdf420

Observation 385b030a-9cc5-4368-b3ea-06f97f901133 · inbound

What's in the Box? Reasoning about Unseen Objects from Multimodal Cues cites this paper.

What's in the Box? Reasoning about Unseen Objects from Multimodal Cues Do As I Can, Not As I Say: Grounding Language in Robotic Affordances

Reference 1

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no resolver link, observed 2026-08-07T00:26:11.382113Z

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source=pdf_text observed=2026-08-07T00:26:11.382113Z digest=sha256:ef56622288f491bad0140d6600fb7ee5c143f82a41a13c94ef5734b6f9f21784