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Paper Citation Record · LEDGER

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models

As of 23 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2608.02197.

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

pith.paper-citation-record.v1
2608.02197 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T11:57:40.870137Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

63 of 63 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved63
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3ab1be2c-cd79-483a-91d3-f9bb8504dd95 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 1

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no resolver link, observed 2026-08-04T11:57:40.689174Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.689174Z digest=sha256:394dfeefbb51d02d5b0e26fdf0606f75289f1d77a553054dc4bcb937329e4af1

Observation 4fe066ca-2b8f-4ae4-b95a-3f65aad88066 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 2

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no resolver link, observed 2026-08-04T11:57:40.694039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.694039Z digest=sha256:36337aa307a6c844d1dc7cde4b69493e929cdc86412893caa21e80d5d7387254

Observation 5805bee0-890a-462f-9798-ac30c8781e44 · outbound

This paper cites AAAI Conference on Artificial Intelligence , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models AAAI Conference on Artificial Intelligence , year=

Reference 3

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no resolver link, observed 2026-08-04T11:57:40.697519Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.697519Z digest=sha256:0a786a91770a093479ab1bbdb44be2b5ae1f3936cad71404d9c6d7223c2e2288

Observation 30de7cf8-ed26-4e8c-ac34-27595c947fb1 · outbound

This paper cites 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=

Reference 4

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no resolver link, observed 2026-08-04T11:57:40.700483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.700483Z digest=sha256:5e677fe00240fa140ae7ccda80340f0469094a43be746e011befea8d48aca95c

Observation 2507c561-7a95-473f-a2fe-8ff0d29cc462 · outbound

This paper cites 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=

Reference 5

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unresolved
no resolver link, observed 2026-08-04T11:57:40.703298Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.703298Z digest=sha256:619818e4482f150e33eaa5a34d567fec3b5586d34e76212cf553ac1464433638

Observation 88c2854d-376e-400a-ae16-95fd975b3dbd · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 6

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unresolved
no resolver link, observed 2026-08-04T11:57:40.706639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.706639Z digest=sha256:5950fe64cb0ecac061ec1299204e0da1e350af7286281ec31c048dc4cdf3d175

Observation 2717589e-0931-4fb7-b91c-646170a32397 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 7

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unresolved
no resolver link, observed 2026-08-04T11:57:40.709550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.709550Z digest=sha256:5b41471993684adfc109bc037325907537e299b29b46629ab5dfe4264b79c0b3

Observation 4ff15f73-5f29-4fe9-aca2-22e132ff9a35 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 8

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no resolver link, observed 2026-08-04T11:57:40.712625Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.712625Z digest=sha256:df446a6748cd8c621ba2a87d012547adc5f9db116dc5e2ca381229c58a4ac89b

Observation 866ea810-160a-4a2e-8f33-ce8dcdb215b2 · outbound

This paper cites Proceedings of The 9th Conference on Robot Learning , pages =.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Proceedings of The 9th Conference on Robot Learning , pages =

Reference 9

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no resolver link, observed 2026-08-04T11:57:40.715883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.715883Z digest=sha256:827083fa5a1be5be03c0ab684ff7ca6b503d00809b969593689033d8332b2960

Observation 255a1815-1fbf-4a6f-83e5-fc9295b8d346 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 10

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no resolver link, observed 2026-08-04T11:57:40.718769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.718769Z digest=sha256:415f1594fd1224729b55fbc9a1dfa25a77dd67928251c5776d85716db51890db

Observation 581d0b33-eae5-428a-ad83-9ab2c3004cb8 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 11

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no resolver link, observed 2026-08-04T11:57:40.721475Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.721475Z digest=sha256:107dd4c56f93af2b9c6e37544ca7f4730163987af4ac0a8db17af0d21c4199ba

Observation 374f0fa4-f483-4b19-8433-8cab600aa0bd · outbound

This paper cites Conference on Empirical Methods in Natural Language Processing , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Conference on Empirical Methods in Natural Language Processing , year=

Reference 12

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no resolver link, observed 2026-08-04T11:57:40.724285Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.724285Z digest=sha256:2eb8e3a722e319029535990f2f80d54284906c5ff2fb8091ed30905ab228cb65

Observation 27903a81-128f-49a2-bf0b-a8025d141597 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 13

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unresolved
no resolver link, observed 2026-08-04T11:57:40.726856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.726856Z digest=sha256:b0ee0ab7699fb497cf1e50bc1f1bb1041cf52690b44f300735eb036f4de02ea2

Observation b078b554-02f4-44d4-94b7-4c491869dae2 · outbound

This paper cites 2024 , eprint=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models 2024 , eprint=

Reference 14

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no resolver link, observed 2026-08-04T11:57:40.729288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.729288Z digest=sha256:319c516023472cc6beda8f8f9a8d3a64016dd6bc658bdf2508b2a6082005721b

Observation 084ba25a-67c4-4e45-9ce0-962cc7dbf93c · outbound

This paper cites 2025 , eprint=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models 2025 , eprint=

Reference 15

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unresolved
no resolver link, observed 2026-08-04T11:57:40.731816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.731816Z digest=sha256:a8fd51d883489665811847eaf920f5a150d98816c7a44630eb7d6427436f990f

Observation b0e48609-837a-4fcd-a0fa-a14a2f12fb47 · outbound

This paper cites 2026 , eprint=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models 2026 , eprint=

Reference 16

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unresolved
no resolver link, observed 2026-08-04T11:57:40.734882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.734882Z digest=sha256:ba2efa24c5fd7a9bb64275107f6239813eb1718ab232b6bf8f3ad1eb013705e1

Observation 0b735300-60f4-4a61-ab68-fafa9a99904b · outbound

This paper cites 2024 , url=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models 2024 , url=

Reference 17

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unresolved
no resolver link, observed 2026-08-04T11:57:40.738103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.738103Z digest=sha256:fa9d048f2e2f57901b3372988910d1db9a42ca731cf185468e25242dd675a47c

Observation 92ef1562-f681-40ee-bac2-6210b4908096 · outbound

This paper cites Conference on Robot Learning , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Conference on Robot Learning , year=

Reference 18

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no resolver link, observed 2026-08-04T11:57:40.741422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.741422Z digest=sha256:22b26dce2c05de7746acff51214f5ce2003463242468907ff831d213a6fe93a6

Observation e6678af5-d7b7-42d2-8623-42c577c440e7 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 19

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unresolved
no resolver link, observed 2026-08-04T11:57:40.744239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.744239Z digest=sha256:003ecb8721040c1de1ba537c05a43c13da981537659966a6a30e548279a4e2e0

Observation 37aa1a86-1b50-47d7-882e-25649b8ad648 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 20

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unresolved
no resolver link, observed 2026-08-04T11:57:40.747693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.747693Z digest=sha256:497131c3f4c4b0a1f5fb3fd403a21b623ed0a1380346244d6ce6c5b54ad9bfb9

Observation b68d45c1-03e4-4570-b42b-cbde06f42852 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 21

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no resolver link, observed 2026-08-04T11:57:40.751079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.751079Z digest=sha256:7bf9f2383f2731084a10ba7115d9c96aac42270e44001c688b19d03d6305b2a5

Observation 1f050c24-a7ef-41d7-8c7f-79ddcfaab3e7 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 22

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unresolved
no resolver link, observed 2026-08-04T11:57:40.754155Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.754155Z digest=sha256:79a0101354d922fb67e5fa2d929144c96c77f2cd54322e7b989c03ac0377c651

Observation bdc3bcbb-391d-43da-82d5-ab93209d195e · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 23

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unresolved
no resolver link, observed 2026-08-04T11:57:40.756778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.756778Z digest=sha256:50e250b351c3ca4663675e0555194a134a8dcb9a3a549ac6b247656e5e30aa22

Observation 2e57f597-462f-4df3-8ece-19ae4e1cc5c4 · outbound

This paper cites 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=

Reference 24

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unresolved
no resolver link, observed 2026-08-04T11:57:40.759385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.759385Z digest=sha256:c301acb2302733cbce40206ab0b55327b3a0c769025e38e6ac79a1a7c79d6793

Observation 768c7528-7671-4a50-9adc-94e87fd033fc · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 25

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no resolver link, observed 2026-08-04T11:57:40.762276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.762276Z digest=sha256:2bc01ddba0c8188f9c8d69d1bf1f66eaaf00a4f9f7469d36e0394d987eceba93

Observation f9a6f5d7-a80b-4ae9-8af6-28a95f7343b2 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 26

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no resolver link, observed 2026-08-04T11:57:40.765237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.765237Z digest=sha256:acc3b1ef7cfa358923e693709006e8b390c525c43022f058d1b3ab5f844bd6c8

Observation 02721ad6-9c6d-483b-ad73-c6104078a2e1 · outbound

This paper cites 2023 , eprint=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models 2023 , eprint=

Reference 27

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unresolved
no resolver link, observed 2026-08-04T11:57:40.767922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.767922Z digest=sha256:e4aa1c711f08d430a494a6ba543d0199e7a4d6d2419cf6b0e564a433e5f0e8dc

Observation c60642a5-185b-494a-8359-5ebd894b26e2 · outbound

This paper cites Nature Machine Intelligence , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Nature Machine Intelligence , year=

Reference 28

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unresolved
no resolver link, observed 2026-08-04T11:57:40.770348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.770348Z digest=sha256:34f72fbe719f112a9c1cddea1a078128a7c7e39c0d6b56eb87a60c9a2bc25970

Observation f66a8724-c043-4a7f-bb80-8149b8fca07d · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 29

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unresolved
no resolver link, observed 2026-08-04T11:57:40.773148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.773148Z digest=sha256:a0337778c1ceadaaedaf5df2739ec5ace5aaa4939dd7728b38147bebb756a442

Observation ade07406-9ac6-4c63-89a1-d0c7a5fa2612 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-04T11:57:40.775685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.775685Z digest=sha256:6338a9f085260626aa15bc0baf79765d77e9542757d014607bf0cd0df5f0992b

Observation 0137c711-66bf-4c63-9b7b-c94fbc4b3353 · outbound

This paper cites ArXiv , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models ArXiv , year=

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-04T11:57:40.778473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.778473Z digest=sha256:19d042595dce51bdc78a74aa3ad3740ad70dc3983f90ff72ee71ddbcee2c95d9

Observation 3e72db6d-bf3e-41c4-93b4-423dec735f44 · outbound

This paper cites Conference on Robot Learning , year=.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Conference on Robot Learning , year=

Reference 32

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unresolved
no resolver link, observed 2026-08-04T11:57:40.781005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.781005Z digest=sha256:133f0fcafcb79d1d2aa504589f3aedb4d0acd51ecbdf86d0e3e695c1597ec677

Observation 35543a8b-f4f0-4511-8f86-f75b66d7d1e7 · outbound

This paper cites an unresolved cited work.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Unresolved cited work

Reference 33

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unresolved
no resolver link, observed 2026-08-04T11:57:40.784142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.784142Z digest=sha256:0320f07dd64b219f96cd73f3c4256c49c8a9704caad07c94d535f481fb2d037d

Observation 3af9e1b6-5df7-4817-aa25-eaa11ba2d3b0 · outbound

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

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control

Reference 34

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unresolved
no resolver link, observed 2026-08-04T11:57:40.786692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.786692Z digest=sha256:95ca202714be86e23d3af0fbef5de1a1f9c42afd1c32680b9ad9d2f1d7bcfe20

Observation 9b565bce-0e98-4b76-b7d9-d789a85a2ff7 · outbound

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

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control

Reference 35

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unresolved
no resolver link, observed 2026-08-04T11:57:40.789668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.789668Z digest=sha256:651e2f0c381ba477cb58fb6fcc225d6dfd17cabcd11488139ba7f501d0db6f38

Observation aab439bf-3d7f-4eaf-8bcd-c1c15c9fb142 · outbound

This paper cites CropVLM: Learning to Zoom for Fine-Grained Vision-Language Perception.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models CropVLM: Learning to Zoom for Fine-Grained Vision-Language Perception

Reference 36

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unresolved
no resolver link, observed 2026-08-04T11:57:40.792418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.792418Z digest=sha256:495f069e27e8fccd2199c11603e72dae83f50701298a85085a577436a8acb5ca

Observation 042860c8-07ce-4426-953b-2fdaf8438876 · outbound

This paper cites Vision Transformers Need Registers.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Vision Transformers Need Registers

Reference 37

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no resolver link, observed 2026-08-04T11:57:40.795888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.795888Z digest=sha256:22b1b179c6ccdff7f345a8b4e144c1ac3a08eb6c7a4a766db97d3fceeb0319ad

Observation d68759b8-9061-47a7-9452-aa4e2fafab7e · outbound

This paper cites GraspVLA: a Grasping Foundation Model Pre-trained on Billion-scale Synthetic Action Data.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models GraspVLA: a Grasping Foundation Model Pre-trained on Billion-scale Synthetic Action Data

Reference 38

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unresolved
no resolver link, observed 2026-08-04T11:57:40.798816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.798816Z digest=sha256:afd18651353859e80fce21bca5960738803957e5e3e87a41619f5c7f20e21d1e

Observation 7e8b6d5d-f9c6-4618-b353-6e6bd8cadc5c · outbound

This paper cites SlotVLA: Towards Modeling of Object-Relation Representations in Robotic Manipulation.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models SlotVLA: Towards Modeling of Object-Relation Representations in Robotic Manipulation

Reference 39

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no resolver link, observed 2026-08-04T11:57:40.802406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.802406Z digest=sha256:3050eca86a7735c4211f47801fc183064bd5ec85b7495f162a3286659c16797d

Observation 7fde7fcd-0580-4755-abfd-b35902c57c5c · outbound

This paper cites $\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models $\pi_{0.5}$: a Vision-Language-Action Model with Open-World Generalization

Reference 40

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source=arxiv_source observed=2026-08-04T11:57:40.805359Z digest=sha256:4c0ca99aac2562d49953ed7245ba8d5adfabd910edf94c41787f967ef2d01c14

Observation 3e4d4107-1c0f-4075-9c47-3ff034baeaa3 · outbound

This paper cites an unresolved cited work.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Unresolved cited work

Reference 41

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no resolver link, observed 2026-08-04T11:57:40.808907Z

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source=arxiv_source observed=2026-08-04T11:57:40.808907Z digest=sha256:6c9b78daed961d42c84ad150dc39c8155ad4878d179c679c5d17edfa59528ada

Observation 35eeda9f-01e8-40be-b2f7-bc412d9ef95a · outbound

This paper cites K.; and Panov, A.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models K.; and Panov, A

Reference 42

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no resolver link, observed 2026-08-04T11:57:40.811540Z

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source=arxiv_source observed=2026-08-04T11:57:40.811540Z digest=sha256:b2597601847674e820b297ddf510041a77b8a83919599c10e806e4133164e002

Observation 1f067dcc-ead8-4fcc-9df7-e7e40125fd61 · outbound

This paper cites an unresolved cited work.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Unresolved cited work

Reference 43

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no resolver link, observed 2026-08-04T11:57:40.813969Z

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source=arxiv_source observed=2026-08-04T11:57:40.813969Z digest=sha256:1fa825255a7a0552ae5243eefe803c7954310348d668d7590868c7f73379433d

Observation 72df7c2d-feb4-4843-a9de-af139903f0ba · outbound

This paper cites Fine-Tuning Vision-Language-Action Models: Optimizing Speed and Success.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Fine-Tuning Vision-Language-Action Models: Optimizing Speed and Success

Reference 44

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no resolver link, observed 2026-08-04T11:57:40.816402Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.816402Z digest=sha256:b9e46eca7b5d6a52253c3092b0ce7a2a26ed73ab7f038ef9d2ac1eb32d878248

Observation c90fcc36-a54f-4fe0-83fc-782de7589e73 · outbound

This paper cites OpenVLA: An Open-Source Vision-Language-Action Model.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models OpenVLA: An Open-Source Vision-Language-Action Model

Reference 45

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no resolver link, observed 2026-08-04T11:57:40.819560Z

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source=arxiv_source observed=2026-08-04T11:57:40.819560Z digest=sha256:fe926adb3125352ac5f09d94c7e4a51240c8edece022ff53ed1c6d29472cc42a

Observation 866f949d-1f4b-448d-9bf3-77f4d8a5c3ea · outbound

This paper cites PointVLA: Injecting the 3D World into Vision-Language-Action Models.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models PointVLA: Injecting the 3D World into Vision-Language-Action Models

Reference 46

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no resolver link, observed 2026-08-04T11:57:40.822184Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.822184Z digest=sha256:d14fc5e4257afd4b247e13e8f578afdc77ddbfaf6d9008f6ce09de560fff145f

Observation f07a0489-153d-4201-9b12-c8a3337bb571 · outbound

This paper cites an unresolved cited work.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Unresolved cited work

Reference 47

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no resolver link, observed 2026-08-04T11:57:40.825212Z

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source=arxiv_source observed=2026-08-04T11:57:40.825212Z digest=sha256:feeb6052f0fbb147454ecb2ce908d0a27025a770d09fcb91dfbc7689f6c0cfb7

Observation 2c3aed0a-44ba-44b7-a45e-eebad6d181e5 · outbound

This paper cites R.; Fu, C.; Lunawat, I.; Sieh, I.; Kirmani, S.; Levine, S.; Wu, J.; Finn, C.; Su, H.; Vuong, Q.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models R.; Fu, C.; Lunawat, I.; Sieh, I.; Kirmani, S.; Levine, S.; Wu, J.; Finn, C.; Su, H.; Vuong, Q

Reference 48

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no resolver link, observed 2026-08-04T11:57:40.828202Z

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source=arxiv_source observed=2026-08-04T11:57:40.828202Z digest=sha256:438f46a47544730453d59f0c3d9cd171b907b4a02d6f51e7273a8fa34995ab1b

Observation 512359e9-af7f-4560-87a0-aa7bb75e3abf · outbound

This paper cites an unresolved cited work.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Unresolved cited work

Reference 49

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no resolver link, observed 2026-08-04T11:57:40.830995Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.830995Z digest=sha256:af13ce9c1d63e126409d61325cacff7b3b86cf98b843601318c5aa21cd1d5fec

Observation 47eb7604-1d83-4922-b15c-94dbf7b68e9d · outbound

This paper cites an unresolved cited work.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Unresolved cited work

Reference 50

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no resolver link, observed 2026-08-04T11:57:40.833537Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.833537Z digest=sha256:4cbdfd7bb9f91661ed4bc92c4627d76e27bb0d96a326f3ddf489d0e759dcbfa1

Observation e1a76801-a6a3-45a8-8d7f-fc2b135b2b13 · outbound

This paper cites LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning

Reference 51

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no resolver link, observed 2026-08-04T11:57:40.836041Z

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source=arxiv_source observed=2026-08-04T11:57:40.836041Z digest=sha256:b7a0314b59993129e7995d1f89cd0a572e7dba1dacbb507fe9241d72dc768f00

Observation 43170df6-d614-4c33-94f2-bfce8ce52198 · outbound

This paper cites Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Chain-of-Spot: Interactive Reasoning Improves Large Vision-Language Models

Reference 52

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unresolved
no resolver link, observed 2026-08-04T11:57:40.838682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.838682Z digest=sha256:ba3d9f69e5af029f97e856923fc799a79ba18865779096fd0925ab056b52ba6c

Observation b3be2380-7ad6-4c35-a6ef-c977b09ebb8f · outbound

This paper cites SpatialVLA: Exploring Spatial Representations for Visual-Language-Action Model.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models SpatialVLA: Exploring Spatial Representations for Visual-Language-Action Model

Reference 53

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no resolver link, observed 2026-08-04T11:57:40.841228Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.841228Z digest=sha256:d9172e265aa962b08007248178aacbffc5f011eaed9658bdfd595c0bbd76aead

Observation 59473aee-1b0d-41e1-9ffd-fb11c1a168d4 · outbound

This paper cites an unresolved cited work.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Unresolved cited work

Reference 54

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unresolved
no resolver link, observed 2026-08-04T11:57:40.844058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.844058Z digest=sha256:0e55ca5d156f31ce57219683aae8f1e1838c79cfa6f10543fc12b60e6b7bbed4

Observation 2a658a44-9ef1-4a9b-a27d-6ff5db8fe674 · outbound

This paper cites an unresolved cited work.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Unresolved cited work

Reference 55

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no resolver link, observed 2026-08-04T11:57:40.847244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.847244Z digest=sha256:88a07bc4af09b87da9adeb58baac768657d005092811a88afe5883de462fada1

Observation 7b54e302-5223-4fbf-b14d-d5e40bd80eb2 · outbound

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

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Octo: An Open-Source Generalist Robot Policy

Reference 56

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no resolver link, observed 2026-08-04T11:57:40.849735Z

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source=arxiv_source observed=2026-08-04T11:57:40.849735Z digest=sha256:961362da011cb82165cb9d04f1cda4c85f5f00ea933bf968e596a1ba081dda12

Observation f0f812ab-e057-4896-a429-b6a98d1b7a4c · outbound

This paper cites VLANeXt: Recipes for Building Strong VLA Models.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models VLANeXt: Recipes for Building Strong VLA Models

Reference 57

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no resolver link, observed 2026-08-04T11:57:40.853069Z

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.853069Z digest=sha256:58c92206a57a4820ffca9ca06eb5850903f05892be86447285cc624459986169

Observation 62fd6580-26e2-4760-ad5a-8f06427f3bf9 · outbound

This paper cites an unresolved cited work.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Unresolved cited work

Reference 58

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unresolved
no resolver link, observed 2026-08-04T11:57:40.856209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.856209Z digest=sha256:fb73a09f2311b753352963677fd39fc5c3f3cb3f24e02097c2258fa850e3277a

Observation deb79fa8-4ee0-4c21-b1bf-5230b348c4dd · outbound

This paper cites Towards Perceiving Small Visual Details in Zero-shot Visual Question Answering with Multimodal LLMs.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Towards Perceiving Small Visual Details in Zero-shot Visual Question Answering with Multimodal LLMs

Reference 59

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no resolver link, observed 2026-08-04T11:57:40.858753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.858753Z digest=sha256:0328cf9036fe695c22aeeb297310982ccbb993ad4479ae76a83c82be4361d82e

Observation 6658d97c-8203-4d30-ae54-8f84c085a47f · outbound

This paper cites MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models MLLMs Know Where to Look: Training-free Perception of Small Visual Details with Multimodal LLMs

Reference 60

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unresolved
no resolver link, observed 2026-08-04T11:57:40.861348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.861348Z digest=sha256:24bbe56f53c8b25d6e95bc81e9b0ed0e789e24710429f3c576bf0c1c8620a490

Observation 344253a1-31c9-4b33-baf3-fa0c6e6fd0d0 · outbound

This paper cites J.; Fu, Z.; Zhang, Z.; Wu, Y.; Li, Z.; Ma, Q.; Han, S.; Finn, C.; Handa, A.; Liu, M.-Y.; Xiang, D.; Wetzstein, G.; and Lin, T.-Y.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models J.; Fu, Z.; Zhang, Z.; Wu, Y.; Li, Z.; Ma, Q.; Han, S.; Finn, C.; Handa, A.; Liu, M.-Y.; Xiang, D.; Wetzstein, G.; and Lin, T.-Y

Reference 61

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no resolver link, observed 2026-08-04T11:57:40.864011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.864011Z digest=sha256:91b6d42b6da95e2474a6fef5df58775e8168478d167a7bc5f0c54ca7ffd85ccc

Observation b8e99a9f-0024-44ea-a67a-91feec2e19a4 · outbound

This paper cites TraceVLA: Visual Trace Prompting Enhances Spatial-Temporal Awareness for Generalist Robotic Policies.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models TraceVLA: Visual Trace Prompting Enhances Spatial-Temporal Awareness for Generalist Robotic Policies

Reference 62

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unresolved
no resolver link, observed 2026-08-04T11:57:40.867391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.867391Z digest=sha256:aafed08c4d799c2b6b401e2af8e363523464a2f6c7d3bfd624fd3a17c2baf45d

Observation 71a6628d-66ee-4752-8587-d1e5f167dcd2 · outbound

This paper cites an unresolved cited work.

Look Where It Matters: Adaptive Visual Refinement for Vision-Language-Action Models Unresolved cited work

Reference 63

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unresolved
no resolver link, observed 2026-08-04T11:57:40.870137Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.870137Z digest=sha256:ae02d7722bcaa810848b5bed99508975269d60bf35d54e371ea5a61638332759

Pith citing papers

No inbound Pith citation observations are available.