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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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:a22f65359c27eb4ca1a84bf32964a641c49abba28e20e083cd8ca843b2c41806

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

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source=arxiv_source observed=2026-08-04T11:57:40.694039Z digest=sha256:8dfdd3b2bf6b57b78c8530b5bcc4c034e05f88e2a3285060935bb98c74669842

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:a30a8d1dc018de91a3d1613717ca36279732a7157833819e4d71f65dbe2303ed

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.700483Z digest=sha256:e20f67a916b3b00a8c024c8dead613352dbb0868a63faaa7d1db32a00d6438ed

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=sha256:307e28f552897be9149535220bebefa210306f81c20ad5d7f26c509cdef4086a

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=sha256:82fb2dd080aa33310710de886aa9ceb430cade411910ce7398641bcc40564a0b

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=sha256:9bc294d35418eda92e447e034be304cd40fa6b7f065d0d343929564a8564d39f

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

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.712625Z digest=sha256:a8fe269c06e3765bd8927bf061899167766c92687a2027c11abe2dda25038775

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=sha256:5596ef379d69c6db3647bbbb82ff5bf8d8e3965f0c13e6d42011150e8e7bc5e1

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:e296df91aa5501f201dd0cd98345ad2efcd6102ca664c74a1ea175f7a95bc766

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

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source=arxiv_source observed=2026-08-04T11:57:40.721475Z digest=sha256:21abb08978b99193a748e5aac74c20ab7d3df4e20c5592cf6b4bf347846e8f66

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.724285Z digest=sha256:fa567eb63f84e976ae5f4b797db734d2edf070537f6e2636424552fb650be7ea

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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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=sha256:492c52f7af320f2de817d98ddb6efc1a6f7d8e129bc3b22d12b203c388e17fb8

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:cd1d704aed1d1d5c1512855d693c8d0c5c73a138e27bab72dcee2db9104fa4f3

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.731816Z digest=sha256:d468084fcbc7a0cb1016a229965e04528beeb5b885aeb536b1e90285e34efec2

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=sha256:0e778d87d3bb698bd64f1a0d71adf6531125a4a8c802bc2ec4e3f731dde704a7

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=sha256:59087644a12f45c97ff9c4e2854ac5fe5943ce511dcbfc1dacaa48ff91009d00

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=sha256:7e0ed721f40abd1e2778465653c0b0722bcf053c06d5fa3399b1c2ed260f8656

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

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.744239Z digest=sha256:007fe23cc99adde4fff1f9e57870ae2aafffe0a4740b10ee001970d971d94432

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=sha256:293023567d9ff749a28eb7e37af6fcafe36755d81f644ffad75874135cf1e645

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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unresolved
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=sha256:3b814edb58f4dc49b6f3ca202f8b40979ebc4ecf6dd3979ac14d4c0dc6e7ec98

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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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=sha256:39edb950b99e633b038f8c98d7a27da84c14820df30671a039f8336070bb45a8

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:eee816096699aebed60b3eed18d555e5f65c86d3734774291c1b06f24b7c7e66

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=sha256:4d03e5bd8604ed9947cbe7154add32830ba446caab8a17e22779e2c8679de293

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:c386c5b02dd7b8b1ede61c853f628fb9bdcda8cdc9189c52b1c98e2fc0451154

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=sha256:9d6dc35c8b36e420fea11970fbee86efaa8d28688ac27715f307559694a2fa23

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:afd4db9457293ad5cd8fe0368a1ecdccb1cd5d9200255752efa11f820e597cdc

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=sha256:40a5c32231c5611a3d18b8a8f330818d765662729134c32aed6e9f24f60107e8

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=sha256:7ed86664a238f6cfbef73183862e9df2cf2f16609c111e2132650cfd9818eb5b

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

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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=sha256:6553187ca644b7903c56a5bf84a32fa77c87d993ef5b4bb899261b3c74394bc4

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

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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=sha256:61ecb4c743d9ed42522360b4a81b1aff3c93ffd34ce558107907fb281d40fc2f

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:e274affd0b36196a0e17ddf644af7cc2a5d155c194485081d358a113643448fc

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=sha256:8f7a8e6f4abff40c432966eeb722bae9a65986b457d9bce2b1c52af8b6f42dd4

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:ed0646ebd580b6cfe20a0ab041e063055c328980478f7b2267fd67ea1473dd50

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=sha256:65231fdf71cbd749803d979a974777233fb73f1c35351d4e484ef071919c26db

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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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=sha256:4c35c5a5001578c0e73d3d05eb0730cc2f194b38664fc3f45408c77c930edfd4

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:f90e79c19f3972eed374cf9e8b23f21c3733538fdf7cf024a9d75d9053c814a9

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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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=sha256:1748af30efe99cdd3d72cc45b1fc4270eb735f2891158d432e8d2b6fa9f04727

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=sha256:720586856b388c23e31a417f67979537904d95e83862f74ad803a352d5b587ff

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=sha256:50b2c2ff0375ee8a5f02c9f196742fec8232dfe4d24002e6c87e6e3155218edb

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=sha256:53a13a78e7231743d50a6e65e15dd43bb4080bfd71c82848e66183087429d359

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:fce7bd95b23ca62eaf3ec89a0c4712ef11db319a1d1462e640f949f7d111a5c7

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.813969Z digest=sha256:77ae1ad837c6932a69c1bd4c14aa3cfbb9a9aa6ecd3deebf533aa9eafef1a1df

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:d984e1f8e1cfd7020a3a2321b44ee107d99e662f830453aed93c09eb45eea538

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=sha256:789c78451ece1988be8ec465ed04b32cb2f222983af4bb3b59ed8a971221b469

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.822184Z digest=sha256:2c0b7cc7c9344115e3565555892b5ef97d424e8a7aa4f9d29a63d9e37999d3b9

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

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.825212Z digest=sha256:fb5ffdfc2d09036c0c7180faa9b31c9b34107e86e96cba626d60c66499ed499c

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

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.828202Z digest=sha256:5d997b144378bd9ef88a1eae4eccc41891191ef93aa9e6673c669efa656beb91

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

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.830995Z digest=sha256:3fab781e87eeea398b28ec13704da7f5881b4a23f5a6f8048d531b0958d98fa1

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:bfe6ed5e58cf175336ecbee1207160084430a828c2ec4996c06e8f507a3a3ec8

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

Source-reported events for the cited work

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source=arxiv_source observed=2026-08-04T11:57:40.836041Z digest=sha256:51f678d7834d2b0669d73ce08de7fa9bd786713c758640147d94db1b9a16d23a

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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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=sha256:47f6bd5d2e957c7aab0a82adb8a86c4b4e4632dfa5372ef7dda15aec6f6a1149

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

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source=arxiv_source observed=2026-08-04T11:57:40.841228Z digest=sha256:fc19936b62fe8505fae51c59bbbba6af8a1665eede9a0c88b7677b344c781ee2

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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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=sha256:62b55e53dcfe2e1b742e78f76894822cd61012b50d922b1d0ff5dae80c6f7776

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=sha256:06236fb3491b20fac69f2ed05b0acac4f67989442a107996a37203588970e27c

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:ba9a585f26a24c4d309ce02f80f9947ab1515af911141482e550383d915c0582

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=sha256:49c6e93668285d47eb508b8958a6cf363561a284de0ef7cf38a55cf701acc6c1

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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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:d2dab8fd61d495746ac3127017cbef72c9399e3c5aa096975283bb033143ef46

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=sha256:430c337f9bb96fb2b5ba2774c551c6805cfefa98c1064889a2df65a986eaf439

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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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=sha256:831b5ea99aae289c0731a73259e785dc9a1dbb2023dbcb45a1e1199719294e9f

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:fb9ca5499ecbbc8f44f3056df9a1e3e94bf273348b941ce30dc5708cc6751ada

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:cc56e4946a472bc40cad641276e1a9257cf7c39b20167dedc3006bf9be19605f

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T11:57:40.870137Z digest=sha256:7688b834b1a48924a6e8352d0ca32e3a2ab0714964fd23fe19ff818e92c0a5c7

Pith citing papers

No inbound Pith citation observations are available.