Pith. sign in

Paper Citation Record · LEDGER

Action-Free Reasoning for Policy Generalization

As of 21 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 16 inbound Pith citation observations for arXiv:2502.03729.

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

pith.paper-citation-record.v1
2502.03729 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T01:01:49.974319Z

measured 58 of 58 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:02:42.815016Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:59:51.729563Z

Reference resolution

42 of 42 outbound references displayed

  • verified exact0
  • verified fuzzy28
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7c10afc7-109c-42e7-b5f0-217610d33c02 · outbound

This paper cites Human-to-robot imitation in the wild.

Action-Free Reasoning for Policy Generalization Human-to-robot imitation in the wild

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.843796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.843796Z digest=sha256:650933d31c3070932d24cb43c6381753613efe9866305b7fcc628c9fb70047ba

Observation 3ec32a28-bf75-421b-a986-b6cb62529f8c · outbound

This paper cites RT-H: Action hierarchies using language.

Action-Free Reasoning for Policy Generalization RT-H: Action hierarchies using language

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.480154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.848419Z digest=sha256:358bd40883c0fb84a7ef92f88ccfb283ca8bc5d23050d44bfb635ee3be3c135a

Observation 1196c8a2-20f6-4e8f-bee7-86fc9bf40b2f · outbound

This paper cites Gen2Act: Human Video Generation in Novel Scenarios enables Generalizable Robot Manipulation.

Action-Free Reasoning for Policy Generalization Gen2Act: Human Video Generation in Novel Scenarios enables Generalizable Robot Manipulation

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.852178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.852178Z digest=sha256:7fb80d256c74a32020edcee5b56ce5e6b8cfe53a1f605a4f52ff368deac8b417

Observation 7afab238-206a-41e5-9afa-a899fd7f78b7 · outbound

This paper cites Track2Act: Predicting Point Tracks from Internet Videos enables Generalizable Robot Manipulation.

Action-Free Reasoning for Policy Generalization Track2Act: Predicting Point Tracks from Internet Videos enables Generalizable Robot Manipulation

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.856050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.856050Z digest=sha256:b3c4d19b581930739b746b0586fe6dc654ea1ced554304310c4535b66c1c3f07

Observation 5c452dce-0d7d-4c02-90da-faa45139d75d · outbound

This paper cites Rt-1: Robotics transformer for real- world control at scale.

Action-Free Reasoning for Policy Generalization Rt-1: Robotics transformer for real- world control at scale

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.470795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.860020Z digest=sha256:6aadd724131560ab1500a8f0d0ba75ea544028c5600be5ca5fc4b97f20b83039

Observation fd19da2f-2295-49f6-9846-6218f8d5d0ef · outbound

This paper cites RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control.

Action-Free Reasoning for Policy Generalization RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.461775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.863309Z digest=sha256:a970ab1517034ef4a6384949e93b5182b432b2f1e3003946494e3162a64ab451

Observation 697c9481-c569-48ef-ba4e-5fad8602815e · outbound

This paper cites Do as I can, not as I say: Grounding language in robotic affordances.

Action-Free Reasoning for Policy Generalization Do as I can, not as I say: Grounding language in robotic affordances

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.453246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.866709Z digest=sha256:6cc8b77dc366956481edb943e6505aa42d4391236b46b5ddf080a360566aef89

Observation 283914fc-2250-47ef-92eb-d7c8055de650 · outbound

This paper cites Learn- ing generalizable robotic reward functions from” in-the- wild” human videos.

Action-Free Reasoning for Policy Generalization Learn- ing generalizable robotic reward functions from” in-the- wild” human videos

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.445235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.869595Z digest=sha256:fbbba1cfcb2e47bd89267854daa8f6fe32c96e85c7622b252cfdac595a2c402a

Observation 4a1b7643-635e-4fbf-9cf9-cdd4ff0c1fa1 · outbound

This paper cites Pali-x: On scaling up a multilingual vision and language model.

Action-Free Reasoning for Policy Generalization Pali-x: On scaling up a multilingual vision and language model

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.436567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.872572Z digest=sha256:2647bf1d74d6967697a8c25038fab41aa367cc1375c2dcb508b45677e58f08e8

Observation 19d01e41-d142-478f-88f0-bd6dc707b3a7 · outbound

This paper cites an unresolved cited work.

Action-Free Reasoning for Policy Generalization Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-09T01:01:50.427463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.875157Z digest=sha256:440456e5af4689b2846e41734b721f747b51c348150c2feedc40d0d1e9aa4883

Observation 87433e58-0417-48c1-880f-ff521bf7c8b6 · outbound

This paper cites Inner monologue: Embodied reasoning through planning with language models.

Action-Free Reasoning for Policy Generalization Inner monologue: Embodied reasoning through planning with language models

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.418640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.878427Z digest=sha256:b8fe0d068a3fc506eb41f59283e9ffa07b7c3ce6503e925998700e8598b28a8a

Observation 1b1f8b56-47d3-4cda-b77d-f2bcf6e103a9 · outbound

This paper cites Vid2Robot: End-to-end Video-conditioned Policy Learning with Cross-Attention Transformers.

Action-Free Reasoning for Policy Generalization Vid2Robot: End-to-end Video-conditioned Policy Learning with Cross-Attention Transformers

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.881280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.881280Z digest=sha256:ddd2af612cf6725cc74593fb5f9cb288c3bea5cfbbdef7dca0cedb692f4a365e

Observation f1f31623-e5a2-4bde-a354-a9b6d93e00d7 · outbound

This paper cites BC-Z: Zero-shot task generalization with robotic imitation learning.

Action-Free Reasoning for Policy Generalization BC-Z: Zero-shot task generalization with robotic imitation learning

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.409261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.884665Z digest=sha256:3087215fe895b075419a9853f2d3bd8e3a42cecc1aabfbef98cfd9399289bcac

Observation 6e69431c-ff56-4461-b921-0a225ac967b2 · outbound

This paper cites Language-Driven Representation Learning for Robotics.

Action-Free Reasoning for Policy Generalization Language-Driven Representation Learning for Robotics

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.887737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.887737Z digest=sha256:39f0c3c170e721c388bc2ce1e25faf8efb9d81ffaac5994bf902c9140d038e2c

Observation 2fc4f02c-68d6-467d-98e6-b82cae80cf17 · outbound

This paper cites DROID: A Large-Scale In-The-Wild Robot Manipulation Dataset.

Action-Free Reasoning for Policy Generalization DROID: A Large-Scale In-The-Wild Robot Manipulation Dataset

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.890945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.890945Z digest=sha256:7e11ff41ba9df7be51f1332f1fd7ca1bfb834dc005185a847a8e54bb3e06e4af

Observation eb13efc7-6cc7-4513-996c-35a5bf8cbc05 · outbound

This paper cites Openvla: An open-source vision-language-action model.

Action-Free Reasoning for Policy Generalization Openvla: An open-source vision-language-action model

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.400005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.894481Z digest=sha256:0d573420acad8bbf918017d8e7caf1de3fc6eae097d52425460b808bddfd960a

Observation 51090eba-6513-440e-83d2-71b0a99d92da · outbound

This paper cites Shadow: Leveraging segmentation masks for cross-embodiment policy transfer.

Action-Free Reasoning for Policy Generalization Shadow: Leveraging segmentation masks for cross-embodiment policy transfer

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.390935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.897459Z digest=sha256:79f53c26febfb7f6ab82d8c99edd80138876f1511376e989a466522dfbb9d536

Observation b6065f1e-3897-42b7-a4a4-fedc9a10f403 · outbound

This paper cites DexVIP: Learning dexterous grasping with human hand pose priors from video.

Action-Free Reasoning for Policy Generalization DexVIP: Learning dexterous grasping with human hand pose priors from video

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.381670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.900585Z digest=sha256:ac8fc05a081e5c46b43a0b6114c8fed987f434d462d68d7a44838552cf2f0570

Observation 6254cd7a-5948-40d9-bf10-2734898daece · outbound

This paper cites R3m: A universal visual representation for robot manipulation.

Action-Free Reasoning for Policy Generalization R3m: A universal visual representation for robot manipulation

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.372508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.903931Z digest=sha256:3324d7df14937b517b7c91b0dcd6167f3baccc787e4e4745e063af9ac7c2565f

Observation 393c55de-d637-4acc-8fad-b258e3d4eb78 · outbound

This paper cites DINOv2: Learning Robust Visual Features without Supervision.

Action-Free Reasoning for Policy Generalization DINOv2: Learning Robust Visual Features without Supervision

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.906971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.906971Z digest=sha256:4c544a49d11686de45d9d425a4cbe9ff19b15f1ac2c71ed92bc48b2c988fd347

Observation ac5adba8-2315-48cd-b46a-546601ffd4d6 · outbound

This paper cites R+X: Retrieval and Execution from Everyday Human Videos.

Action-Free Reasoning for Policy Generalization R+X: Retrieval and Execution from Everyday Human Videos

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.910250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.910250Z digest=sha256:2f81d4cafb7156188721575cdebef1023456c0dcc3e1723c8f6182b1ba56e79d

Observation 125beafb-7003-4c0e-812b-400be42b2934 · outbound

This paper cites Reconstructing hands in 3D with transformers.

Action-Free Reasoning for Policy Generalization Reconstructing hands in 3D with transformers

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.362488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.913567Z digest=sha256:eaba6d3253908cc02ec58acc5bd7405868673cf9393f67feaf612903888aa579

Observation aaed7300-6395-44a3-ba80-9bdf9eaa4ffe · outbound

This paper cites DexMV: Imitation learning for dexterous manipulation from hu- man videos.

Action-Free Reasoning for Policy Generalization DexMV: Imitation learning for dexterous manipulation from hu- man videos

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.352694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.916435Z digest=sha256:a693ee33f43075b593149fa8e2972dcdc69f2a663b73121fd45a15eb415f35a7

Observation abbb311f-b639-4c23-a4a5-abcb2db612e7 · outbound

This paper cites Motion tracks: A unified representation for human-robot transfer in few- shot imitation learning.

Action-Free Reasoning for Policy Generalization Motion tracks: A unified representation for human-robot transfer in few- shot imitation learning

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.919599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.919599Z digest=sha256:df707ca99b7638c95b1b719ff9fd342dbedec57dce20fa0a380cd5973408e12a

Observation fe51c429-69f1-4b49-98c3-af90a287bd69 · outbound

This paper cites Concept2Robot: Learning manipu- lation concepts from instructions and human demonstra- tions.

Action-Free Reasoning for Policy Generalization Concept2Robot: Learning manipu- lation concepts from instructions and human demonstra- tions

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.342666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.922739Z digest=sha256:d8fd3d1ed17b410cf10f6f52a8f05765ff98a05328b99b5ea14557def681ef87

Observation 202a83e9-4508-4a82-96f8-16f76362cf1b · outbound

This paper cites Third-person visual imitation learning via decoupled hi- erarchical controller.

Action-Free Reasoning for Policy Generalization Third-person visual imitation learning via decoupled hi- erarchical controller

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.332907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.925919Z digest=sha256:b0aa92d4ca76b90ec5d213baebfacc3688a6134a32d973538e7f8aa162434fd9

Observation 5fcc7e38-c9d0-41b7-acf8-f8ddc012ba07 · outbound

This paper cites Videodex: Learning dexterity from internet videos.

Action-Free Reasoning for Policy Generalization Videodex: Learning dexterity from internet videos

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.323481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.929161Z digest=sha256:80b02e0861bb41ff5390d47ad6ffca7a1908160c1e9668a2051fc17f501cce38

Observation c9ad0274-7654-4f22-88fc-65344ac6b535 · outbound

This paper cites Yell at your robot: Improving on-the-fly from language corrections.

Action-Free Reasoning for Policy Generalization Yell at your robot: Improving on-the-fly from language corrections

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.314984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.932187Z digest=sha256:b28bbc7661c19a5d7914809e329d1a8baf2acb5870d5f2da9c34290f9c78cae3

Observation 42585c46-2840-4319-865d-4c25297cfdd2 · outbound

This paper cites Avid: Learning multi-stage tasks via pixel-level translation of human videos.

Action-Free Reasoning for Policy Generalization Avid: Learning multi-stage tasks via pixel-level translation of human videos

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.306405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.935303Z digest=sha256:3272f6f359f6076cb42423f5da5bf44af881adfbc03831432e50de4a6a2b09d7

Observation eba0a6cf-763b-43fa-bc8c-f9c631992260 · outbound

This paper cites Language- conditioned imitation learning for robot manipulation tasks.

Action-Free Reasoning for Policy Generalization Language- conditioned imitation learning for robot manipulation tasks

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.297708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.938321Z digest=sha256:360d6a9d230dc6e1cd58bb0e5acc4b00e721c18cb9d63fe5024768fd170029d0

Observation c89fd22a-bec1-413b-806f-dcda23f18c28 · outbound

This paper cites Gemini: a family of highly capable multimodal models.

Action-Free Reasoning for Policy Generalization Gemini: a family of highly capable multimodal models

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.288080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.941429Z digest=sha256:c3003588ff4dd9fdfcf1e67d59da3a7c0be8aaea5b319ff1752e98f67198c108

Observation fe5b29df-a8f8-435f-8d25-ebdc54624e39 · outbound

This paper cites Octo: An Open-Source Generalist Robot Policy.

Action-Free Reasoning for Policy Generalization Octo: An Open-Source Generalist Robot Policy

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.944359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.944359Z digest=sha256:3ddd884080c1cebe057a70db753b306637267b257be1ac95a34aab4d5b831e8f

Observation 1ee75a18-9ea4-47d1-8dad-32653ed2cba4 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Action-Free Reasoning for Policy Generalization Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.947681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.947681Z digest=sha256:ee15fc5c8bb1eb5f54f6ef8cefc59424c3c9b35602074cb1b3b47fd276ea45d7

Observation 143d1d2b-8cd7-4c8a-a502-9ac8696f5084 · outbound

This paper cites Bridgedata v2: A dataset for robot learning at scale.

Action-Free Reasoning for Policy Generalization Bridgedata v2: A dataset for robot learning at scale

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.951083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.951083Z digest=sha256:a8c17459246e4b170d0425fc0161e9f93772061d17c660bfa8537d1ccf98c756

Observation 940a116a-217b-4003-af20-510740ecf4c7 · outbound

This paper cites Mimicplay: Long-horizon imitation learning by watching human play.

Action-Free Reasoning for Policy Generalization Mimicplay: Long-horizon imitation learning by watching human play

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.272373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.954430Z digest=sha256:0c12d6851c4a73b25b41b342f6fd3bb0f46e68182d5906c60c685883e72af8b5

Observation 4e6361f5-d930-4e80-8a44-e5220e249522 · outbound

This paper cites Masked visual pre-training for motor control.

Action-Free Reasoning for Policy Generalization Masked visual pre-training for motor control

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.261547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.957593Z digest=sha256:dde9213cbf0c8be00c00843f549a9e73d831a898af73361f2149e0f1dde69ddd

Observation f835077d-e7dc-47a5-a4e9-a8cd1722ae6c · outbound

This paper cites Learn- ing by watching: Physical imitation of manipulation skills from human videos.

Action-Free Reasoning for Policy Generalization Learn- ing by watching: Physical imitation of manipulation skills from human videos

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.250840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.960581Z digest=sha256:92ed85d7a01264dc9ec34a15d5bdfc660fdecb811cc266158240757ca3ae0395

Observation 8c1b8c1c-c728-4a9d-bfeb-c7f8792642f2 · outbound

This paper cites Xskill: Cross embodiment skill dis- covery.

Action-Free Reasoning for Policy Generalization Xskill: Cross embodiment skill dis- covery

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.240786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.963245Z digest=sha256:1978b3756f105f310aeb49ce81a607a39daddc7685bf44d4459defb0d33e3515

Observation 4531c6e2-3966-4968-9122-7e65e878acbc · outbound

This paper cites Latent Action Pretraining from Videos.

Action-Free Reasoning for Policy Generalization Latent Action Pretraining from Videos

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-09T01:01:49.966102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T01:01:49.966102Z digest=sha256:102fdc3da3b2edd7d865510d4a15326e83828d06981595280fe0bd26a40b545e

Observation 21cdefbe-0096-4da6-a65a-2d4b0c982094 · outbound

This paper cites Robotic control via embodied chain-of-thought reasoning.

Action-Free Reasoning for Policy Generalization Robotic control via embodied chain-of-thought reasoning

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.230827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.968969Z digest=sha256:ca8a3873a6aa6a70867b32ed8a753b5476d5e30c7e559428e8713626973338e9

Observation b569a891-c9c1-47e4-a0fc-ee0a614d43ba · outbound

This paper cites stop”, “move forward.

Action-Free Reasoning for Policy Generalization stop”, “move forward

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.221096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.971611Z digest=sha256:06dffd8d8e9a4db6163995b8f1176953a58b2d91a5bb899f5f647e71327f5344

Observation b809ad56-0c44-4f7e-acaf-1710d0752317 · outbound

This paper cites Where is the robot hand in the image?.

Action-Free Reasoning for Policy Generalization Where is the robot hand in the image?

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T01:01:50.210160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-09T01:01:49.974319Z digest=sha256:b3d06dbfe95b0160e67c0432b07145d4714ca1ec8af57752f959855992c0a004

Pith citing papers

Observation 7f7333b1-494a-4b1c-8d7b-fbd50c2d75de · inbound

Unified Video Action Model cites this paper.

Unified Video Action Model Action-Free Reasoning for Policy Generalization

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-13T17:50:29.726268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-13T17:50:29.675358Z digest=sha256:bf2fc22fd46531d3cc8b8e385f25bc4860382b81dddf9f03ebc36b65d9122fb1

Observation 1ae88992-cf4d-4562-8e36-3578b821184c · inbound

Generative AI Act II: Test Time Scaling Drives Cognition Engineering cites this paper.

Generative AI Act II: Test Time Scaling Drives Cognition Engineering Action-Free Reasoning for Policy Generalization

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-16T12:02:42.815016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T12:02:42.815016Z digest=sha256:320130c7fb5359d288ab83a35e9b198fc1c394da2ba0f00f3cdaa366afbcd638

Observation 8000261e-39ab-4cd2-a4ff-5b08694a795b · inbound

Training Strategies for Efficient Embodied Reasoning cites this paper.

Training Strategies for Efficient Embodied Reasoning Action-Free Reasoning for Policy Generalization

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-15T22:04:36.514175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:04:36.514175Z digest=sha256:80c7d0a05b110aa9e05f23a1958ed60f4c595c73ddb3b47417b292d5c024aaf4

Observation 52c68ad5-b5b5-476b-9a8f-af757160255a · inbound

RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models cites this paper.

RoboMonkey: Scaling Test-Time Sampling and Verification for Vision-Language-Action Models Action-Free Reasoning for Policy Generalization

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-15T19:06:38.223870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:06:38.223870Z digest=sha256:77486f73765b8327cc9ec2ceb1e7bcd8aa7e85fa2f91af25e853141f82e6d829

Observation bbf130cc-cd4c-4411-b480-00ad422c9fe4 · inbound

A Survey on Vision-Language-Action Models: An Action Tokenization Perspective cites this paper.

A Survey on Vision-Language-Action Models: An Action Tokenization Perspective Action-Free Reasoning for Policy Generalization

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-05-17T14:08:35.211207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-17T14:08:34.893876Z digest=sha256:b4eb1236c7f8358689a90aa929d6eed8ec183a6da5db692fe14f4a817e0e66f8

Observation 9497d1bb-dfc6-4d99-aff4-6494de561241 · inbound

ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning cites this paper.

ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning Action-Free Reasoning for Policy Generalization

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-19T03:22:00.945930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-19T03:18:14.655384Z digest=sha256:0b8e9d4d9d9726e3b7e95aa4b68905aec08058d29fef9d4a161270bcd2edb7dd

Observation 466848f2-5f09-4f83-9535-b64459d65651 · inbound

Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation cites this paper.

Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation Action-Free Reasoning for Policy Generalization

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-18T22:06:51.756606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-18T22:04:34.235731Z digest=sha256:be964cde1a85a61e5d8100f7f9da525012e59e7d560f97a064848452de84f0a1

Observation e51f694f-44e9-45f0-bee4-99b9c275e3d5 · inbound

InternVLA-M1: A Spatially Guided Vision-Language-Action Framework for Generalist Robot Policy cites this paper.

InternVLA-M1: A Spatially Guided Vision-Language-Action Framework for Generalist Robot Policy Action-Free Reasoning for Policy Generalization

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-05-14T20:09:39.752113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-14T20:09:39.677347Z digest=sha256:0ba3514a476e8474e79d4c260ee9780cdf3ff78ddd642f618b34f6262f0c9039

Observation 1a66ca93-337e-40fa-9579-b45c991ee445 · inbound

EVE: A Generator-Verifier System for Generative Policies cites this paper.

EVE: A Generator-Verifier System for Generative Policies Action-Free Reasoning for Policy Generalization

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-03T14:10:34.574895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T14:10:34.574895Z digest=sha256:37e7ff0270c4a34a4d555e317d1eba38c9e85fb5ebb3b52d298f7dd90bd83db3

Observation dbe47202-02eb-4d7a-882b-6be5f0985860 · inbound

DextER: Language-driven Dexterous Grasp Generation with Embodied Reasoning cites this paper.

DextER: Language-driven Dexterous Grasp Generation with Embodied Reasoning Action-Free Reasoning for Policy Generalization

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-16T12:07:50.708488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-16T12:05:08.804472Z digest=sha256:767b03700d26431d45212a489251741ce627a9fe8b6ffe42e20437b3288fa88d

Observation 0c65971f-8e63-446e-869a-3685a8da7f2a · inbound

Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning cites this paper.

Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning Action-Free Reasoning for Policy Generalization

Reference 93

Resolution
verified exact
arxiv_id, observed 2026-05-21T14:04:12.020682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-21T14:03:48.795572Z digest=sha256:e51fb047cc491aced69db462f493858fa2f9f240ef7f96d70a75add55071bab5

Observation 0b121d8b-640a-4222-9e37-e31526ad429a · inbound

Being-H0.7: A Latent World-Action Model from Egocentric Videos cites this paper.

Being-H0.7: A Latent World-Action Model from Egocentric Videos Action-Free Reasoning for Policy Generalization

Reference 46

Resolution
verified exact
arxiv_id, observed 2026-05-11T15:01:04.463189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-05-09T20:48:01.461993Z digest=sha256:f61693a93170abd5815db5411721c7f2db98e1ccf4c37b8219377c94ebec81c7

Observation 0f7201f9-47f2-43ee-829b-e7533768b225 · inbound

General Covariant Action Modeling: Constructing Generalized Manifolds via Spatio-Temporal Decoupling cites this paper.

General Covariant Action Modeling: Constructing Generalized Manifolds via Spatio-Temporal Decoupling Action-Free Reasoning for Policy Generalization

Reference 172

Resolution
metadata mismatch
arxiv_id, observed 2026-06-29T13:33:27.812663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=arxiv_source observed=2026-06-29T13:33:03.368006Z digest=sha256:c6d4bcb003b1202f3185d6268ca66b47db6259066fbb8b97277c0a4c08fcee5d

Observation d78408a6-583f-4203-8340-4805407b16c7 · inbound

Inductive Generalization for Robotic Manipulation cites this paper.

Inductive Generalization for Robotic Manipulation Action-Free Reasoning for Policy Generalization

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-07-04T06:09:36.780941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-26T14:52:15.202629Z digest=sha256:29f94816b359a3bbe781845ec42d6d7544a306b3d4e6d304e1e2abe01c3350b3

Observation 852296ab-c7b1-4484-8a88-cf81b5aa8f09 · inbound

E-TTS: A New Embodied Test-Time Scaling Framework for Robotic Manipulation cites this paper.

E-TTS: A New Embodied Test-Time Scaling Framework for Robotic Manipulation Action-Free Reasoning for Policy Generalization

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-07-04T13:59:51.730989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-06-26T04:48:28.868562Z digest=sha256:1dc4108b40b0098f49e9d378c63730cdd5b559eb691b616602915bc50ad842d3

Observation a0a6036c-4741-403c-8cff-b6b1e00e4028 · inbound

LeapBot-WA: World-Anchor Action Models via Predictive Latent Alignments cites this paper.

LeapBot-WA: World-Anchor Action Models via Predictive Latent Alignments Action-Free Reasoning for Policy Generalization

Reference 42

Resolution
unresolved
no resolver link, observed 2026-07-31T23:29:11.330797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T23:29:11.330797Z digest=sha256:ce360305f4ca57f38850bff7311b31c6c9f6b54d194a3ae943ded5c4d156d9b2