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Paper Citation Record · LEDGER

Action-Free Reasoning for Policy Generalization

As of 10 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 13 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 55 of 55 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 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T14:10:34.574895Z

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

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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=sha256:149b8b12da98ede45701ea722c32d8b687a765feb30aad84239297e80d856dc0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.848419Z digest=sha256:31b14f79f8110ebf6d111062816d7b72a90470eab7af8850ed88ad3d718c161d

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=sha256:5676b6142898143495e7b9035167ff05ee2f7c55970d91fa65764a8dd77dfefb

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=sha256:5ba7b92b61b6414cc78c55fcb5351c066937c809bf6538a04e31017994bd2bc4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.860020Z digest=sha256:06e367887a2ae0a56971e7ab6a0ec93591532da1dbdea9f6977f2b7394b01ca4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.863309Z digest=sha256:7824104fd0035c42a7c6dcd43d4289f5172cb73e4e25c30ec9ab05e99a276160

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.866709Z digest=sha256:4940983080523a42e3a73afbbc4675054e487744bbeb6023fd0cb084d9cc3a12

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.869595Z digest=sha256:1c6c5adcf1183b435cc4cdeeb72b5501a8e92c0e6145cda6abb9eb08579ab653

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.872572Z digest=sha256:cff6c2f85a0e9bcf7ed3ae70bc5b9b2e3acffce9b2af957b3cabce4706cfb18d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.875157Z digest=sha256:50581f7a2c4f5d92ba4134ada03bf07248c2013c7567553baf4b15afb988475c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.878427Z digest=sha256:5bb0c6944420777122666d2ba32c8459bf3e25874d08b5d1a964d33f0be12cd0

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=sha256:84b48b2d845049d15eacf968c9328ff9f1657b137452f2ec30498920044a5f00

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.884665Z digest=sha256:5fb455d94f58f85cc8f6191dcbf2430d0da7b6a6f952f1f8352ad738b2ef3b3e

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:af971b37d153a537402ea2e628817b487c4a7291cdf0b74b4392b22f49999794

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=sha256:00161f497082b8a39a13dcce751cbe85674c5a4fd8edfc21d653f277b7d39d73

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.894481Z digest=sha256:78f36da844b3a4f4a8eee1bc1f549445eb2bea9e278ec45e21c3be2037dc6886

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.897459Z digest=sha256:b83e86b148cce824e614dda13f64f304f2e55c92b50f1e46ce5947e0dc70c4fd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.900585Z digest=sha256:19fa56f1f9a2dbd0ef56ebc3a504e7a5d2e615c1399d18a579d2e22863d6c2a0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.903931Z digest=sha256:bb0f8b87490e00fe560fa52eb9fbe8db796ad04ad9792016ad0084e99a12058c

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
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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=sha256:3ab77b04ef09f420aa00cd7fa4a39a80b027ca8f4d6d26881fbef0b2d242146a

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=sha256:33922dc019cc22f9a2573e3214e00bcd28b660e2bee3d977578f8ed6b412a0f1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.913567Z digest=sha256:14834db19769db69c0fff002e29634a249706fd9c80e1a16fd019625fbb741bd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.916435Z digest=sha256:f872f8c3b4e65ba65793e70b34da90056b2e0580d26377de731dd1132971a96b

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:e41e5ea6a4b643974fb8568ba713ded829d7026dc919d66fdc269d52f3b8cec3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.922739Z digest=sha256:f653cc95aa183844037649e1354ed8faee5a791537afb08f9904cb1075d538ac

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.925919Z digest=sha256:ee53504a639496b13aa9eb8eecafc0c9bce5901e832c92bb3d062581ba2f16ee

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.929161Z digest=sha256:adb4cab9e7f3fd4c257be9772c58af2d886cc901485c059650c4edd5e7797ccf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.932187Z digest=sha256:8ba7617c973dbe2b1aaca1246410310ac777eea6363ac99bca137e83ec832ab4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.935303Z digest=sha256:fce3889bac47e7f8cd2ef2dbfae7c87f9b58ab872b5102c93c6029839f2b1af5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.938321Z digest=sha256:a7b407945f1770404dbcdc5588bc35fd62dc1d159a0244019dd50300c34ed41c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.941429Z digest=sha256:4c610548c11f78b9e53e1a44b6f82b21bb38166d1d659e0795d55cf3d1622c21

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:e5ca5c7ea767654682d79ea210115a560d2f8c5d2a59d652b8ca0ebfe62490bd

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=sha256:94400f2aafd578b1f281fd78e1dee942ad7e8d948dff72e744384048eef53c10

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=sha256:47a1b152783ba2fcb70b82def79ff9f09b4702bc65d8a56ee4bd380096826497

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.954430Z digest=sha256:9efb7f424ebe0e944b99dff0caad62524125b6e9ba3936606af7a87df4d09479

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.957593Z digest=sha256:ee5e1dd5d159a688979b5cfda8e8ef7ddaf6172a4c7d86546f1a68018681e63c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.960581Z digest=sha256:44f08a32f221fb6b714263e406d461ebc15811737beefb866d9f1cfea5371f02

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.963245Z digest=sha256:daf6422b413c887188815ef11f6da200011df4d718e01870e86c0c6128dd09b0

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=sha256:4ead02509bea40bdd6a4e669858e33bbad65d5de86b55c703958a1f4e607d85f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.968969Z digest=sha256:19a7d578d5f9849529993d9d36d52a18f53f04311fa358fce0ba97102ff35ff6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.971611Z digest=sha256:eea57100bfcf22b574643ee4f55b456cea345245015d64562b658fdb90f067d4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-09T01:01:49.974319Z digest=sha256:7471f1f0de7a1d07f3aa26d35d0de757e0b16f9c2715f74c9abbe6e5f06013bf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-13T17:50:29.675358Z digest=sha256:228b36b1d89f85977c05f3f2b49c122e84ab7b166387e1c13d3c9fc3172e3c7f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-17T14:08:34.893876Z digest=sha256:49402828bbc3762aa7ea629b5119356c87629c6dab2043ca9c235406ecfa88dc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-19T03:18:14.655384Z digest=sha256:801514e61c7eb48a960278e66944556cbb2a7e1d83cf6d08cb74964f2168b4b4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-18T22:04:34.235731Z digest=sha256:0617db13cb3ff33116ba5b6c75bf81fcc22a969e474fd0989d0109adae769052

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-14T20:09:39.677347Z digest=sha256:66f59da42f84375675b0d85d415a89c4b529de19a579fdcfa25fdcf4e0ba8eae

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:e69c5b7a264de3cc9157b1cd83105d78fd06a2fecd428e8a592b0a10978bba19

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-16T12:05:08.804472Z digest=sha256:f30d7926cd60be4352f995155b449c6e5be04d2ca547886d3a160c48d6e6c171

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-21T14:03:48.795572Z digest=sha256:0b243cc24739242353d9fa1483236e0ffc416a0f7b3158fca19e12f6a2c5449d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-05-09T20:48:01.461993Z digest=sha256:d7ff1b4cc8dbe4eef958108f05ac4e01ed21957e20af11de60ad4773ee668656

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 2026-08-10T06:31:04.303077+00:00.

source=arxiv_source observed=2026-06-29T13:33:03.368006Z digest=sha256:aad5eca48584c330931f08ca6a400360867081fd5a1db21c265b09d3d8f902f4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-26T14:52:15.202629Z digest=sha256:a2cd7577c9af660c86c561ed75535ef6571dfb75e78a3a44ea95294f5af85f60

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-26T04:48:28.868562Z digest=sha256:2f9984cb32009e66f5f5a6e6a587f4cd7ccd3783717048156ddc5cdec1927229

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=sha256:2cbed6ed94f05c525b99de20af5a2cad7175d990bed7fad6c44847c1cefdc065