Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T01:01:49.974319Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T01:01:49.974319Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T14:10:34.574895Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T13:59:51.729563Z
42 of 42 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7c10afc7-109c-42e7-b5f0-217610d33c02 · outbound
Action-Free Reasoning for Policy Generalization Human-to-robot imitation in the wild
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ec32a28-bf75-421b-a986-b6cb62529f8c · outbound
Action-Free Reasoning for Policy Generalization RT-H: Action hierarchies using language
Reference 2
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.
Observation 1196c8a2-20f6-4e8f-bee7-86fc9bf40b2f · outbound
Action-Free Reasoning for Policy Generalization Gen2Act: Human Video Generation in Novel Scenarios enables Generalizable Robot Manipulation
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7afab238-206a-41e5-9afa-a899fd7f78b7 · outbound
Action-Free Reasoning for Policy Generalization Track2Act: Predicting Point Tracks from Internet Videos enables Generalizable Robot Manipulation
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c452dce-0d7d-4c02-90da-faa45139d75d · outbound
Action-Free Reasoning for Policy Generalization Rt-1: Robotics transformer for real- world control at scale
Reference 5
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.
Observation fd19da2f-2295-49f6-9846-6218f8d5d0ef · outbound
Action-Free Reasoning for Policy Generalization RT-2: Vision-Language-Action Models Transfer Web Knowledge to Robotic Control
Reference 6
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.
Observation 697c9481-c569-48ef-ba4e-5fad8602815e · outbound
Action-Free Reasoning for Policy Generalization Do as I can, not as I say: Grounding language in robotic affordances
Reference 7
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.
Observation 283914fc-2250-47ef-92eb-d7c8055de650 · outbound
Action-Free Reasoning for Policy Generalization Learn- ing generalizable robotic reward functions from” in-the- wild” human videos
Reference 8
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.
Observation 4a1b7643-635e-4fbf-9cf9-cdd4ff0c1fa1 · outbound
Action-Free Reasoning for Policy Generalization Pali-x: On scaling up a multilingual vision and language model
Reference 9
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.
Observation 19d01e41-d142-478f-88f0-bd6dc707b3a7 · outbound
Action-Free Reasoning for Policy Generalization Unresolved cited work
Reference 10
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.
Observation 87433e58-0417-48c1-880f-ff521bf7c8b6 · outbound
Action-Free Reasoning for Policy Generalization Inner monologue: Embodied reasoning through planning with language models
Reference 11
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.
Observation 1b1f8b56-47d3-4cda-b77d-f2bcf6e103a9 · outbound
Action-Free Reasoning for Policy Generalization Vid2Robot: End-to-end Video-conditioned Policy Learning with Cross-Attention Transformers
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1f31623-e5a2-4bde-a354-a9b6d93e00d7 · outbound
Action-Free Reasoning for Policy Generalization BC-Z: Zero-shot task generalization with robotic imitation learning
Reference 13
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.
Observation 6e69431c-ff56-4461-b921-0a225ac967b2 · outbound
Action-Free Reasoning for Policy Generalization Language-Driven Representation Learning for Robotics
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fc4f02c-68d6-467d-98e6-b82cae80cf17 · outbound
Action-Free Reasoning for Policy Generalization DROID: A Large-Scale In-The-Wild Robot Manipulation Dataset
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb13efc7-6cc7-4513-996c-35a5bf8cbc05 · outbound
Action-Free Reasoning for Policy Generalization Openvla: An open-source vision-language-action model
Reference 16
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.
Observation 51090eba-6513-440e-83d2-71b0a99d92da · outbound
Action-Free Reasoning for Policy Generalization Shadow: Leveraging segmentation masks for cross-embodiment policy transfer
Reference 17
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.
Observation b6065f1e-3897-42b7-a4a4-fedc9a10f403 · outbound
Action-Free Reasoning for Policy Generalization DexVIP: Learning dexterous grasping with human hand pose priors from video
Reference 18
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.
Observation 6254cd7a-5948-40d9-bf10-2734898daece · outbound
Action-Free Reasoning for Policy Generalization R3m: A universal visual representation for robot manipulation
Reference 19
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.
Observation 393c55de-d637-4acc-8fad-b258e3d4eb78 · outbound
Action-Free Reasoning for Policy Generalization DINOv2: Learning Robust Visual Features without Supervision
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac5adba8-2315-48cd-b46a-546601ffd4d6 · outbound
Action-Free Reasoning for Policy Generalization R+X: Retrieval and Execution from Everyday Human Videos
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 125beafb-7003-4c0e-812b-400be42b2934 · outbound
Action-Free Reasoning for Policy Generalization Reconstructing hands in 3D with transformers
Reference 22
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.
Observation aaed7300-6395-44a3-ba80-9bdf9eaa4ffe · outbound
Action-Free Reasoning for Policy Generalization DexMV: Imitation learning for dexterous manipulation from hu- man videos
Reference 23
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.
Observation abbb311f-b639-4c23-a4a5-abcb2db612e7 · outbound
Action-Free Reasoning for Policy Generalization Motion tracks: A unified representation for human-robot transfer in few- shot imitation learning
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe51c429-69f1-4b49-98c3-af90a287bd69 · outbound
Action-Free Reasoning for Policy Generalization Concept2Robot: Learning manipu- lation concepts from instructions and human demonstra- tions
Reference 25
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.
Observation 202a83e9-4508-4a82-96f8-16f76362cf1b · outbound
Action-Free Reasoning for Policy Generalization Third-person visual imitation learning via decoupled hi- erarchical controller
Reference 26
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.
Observation 5fcc7e38-c9d0-41b7-acf8-f8ddc012ba07 · outbound
Action-Free Reasoning for Policy Generalization Videodex: Learning dexterity from internet videos
Reference 27
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.
Observation c9ad0274-7654-4f22-88fc-65344ac6b535 · outbound
Action-Free Reasoning for Policy Generalization Yell at your robot: Improving on-the-fly from language corrections
Reference 28
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.
Observation 42585c46-2840-4319-865d-4c25297cfdd2 · outbound
Action-Free Reasoning for Policy Generalization Avid: Learning multi-stage tasks via pixel-level translation of human videos
Reference 29
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.
Observation eba0a6cf-763b-43fa-bc8c-f9c631992260 · outbound
Action-Free Reasoning for Policy Generalization Language- conditioned imitation learning for robot manipulation tasks
Reference 30
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.
Observation c89fd22a-bec1-413b-806f-dcda23f18c28 · outbound
Action-Free Reasoning for Policy Generalization Gemini: a family of highly capable multimodal models
Reference 31
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.
Observation fe5b29df-a8f8-435f-8d25-ebdc54624e39 · outbound
Action-Free Reasoning for Policy Generalization Octo: An Open-Source Generalist Robot Policy
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ee75a18-9ea4-47d1-8dad-32653ed2cba4 · outbound
Action-Free Reasoning for Policy Generalization Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 143d1d2b-8cd7-4c8a-a502-9ac8696f5084 · outbound
Action-Free Reasoning for Policy Generalization Bridgedata v2: A dataset for robot learning at scale
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 940a116a-217b-4003-af20-510740ecf4c7 · outbound
Action-Free Reasoning for Policy Generalization Mimicplay: Long-horizon imitation learning by watching human play
Reference 35
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.
Observation 4e6361f5-d930-4e80-8a44-e5220e249522 · outbound
Action-Free Reasoning for Policy Generalization Masked visual pre-training for motor control
Reference 36
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.
Observation f835077d-e7dc-47a5-a4e9-a8cd1722ae6c · outbound
Action-Free Reasoning for Policy Generalization Learn- ing by watching: Physical imitation of manipulation skills from human videos
Reference 37
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.
Observation 8c1b8c1c-c728-4a9d-bfeb-c7f8792642f2 · outbound
Action-Free Reasoning for Policy Generalization Xskill: Cross embodiment skill dis- covery
Reference 38
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.
Observation 4531c6e2-3966-4968-9122-7e65e878acbc · outbound
Action-Free Reasoning for Policy Generalization Latent Action Pretraining from Videos
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21cdefbe-0096-4da6-a65a-2d4b0c982094 · outbound
Action-Free Reasoning for Policy Generalization Robotic control via embodied chain-of-thought reasoning
Reference 40
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.
Observation b569a891-c9c1-47e4-a0fc-ee0a614d43ba · outbound
Action-Free Reasoning for Policy Generalization stop”, “move forward
Reference 41
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.
Observation b809ad56-0c44-4f7e-acaf-1710d0752317 · outbound
Action-Free Reasoning for Policy Generalization Where is the robot hand in the image?
Reference 42
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.
Observation 7f7333b1-494a-4b1c-8d7b-fbd50c2d75de · inbound
Unified Video Action Model Action-Free Reasoning for Policy Generalization
Reference 13
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.
Observation bbf130cc-cd4c-4411-b480-00ad422c9fe4 · inbound
A Survey on Vision-Language-Action Models: An Action Tokenization Perspective Action-Free Reasoning for Policy Generalization
Reference 42
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.
Observation 9497d1bb-dfc6-4d99-aff4-6494de561241 · inbound
ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning Action-Free Reasoning for Policy Generalization
Reference 10
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.
Observation 466848f2-5f09-4f83-9535-b64459d65651 · inbound
Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation Action-Free Reasoning for Policy Generalization
Reference 6
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.
Observation e51f694f-44e9-45f0-bee4-99b9c275e3d5 · inbound
InternVLA-M1: A Spatially Guided Vision-Language-Action Framework for Generalist Robot Policy Action-Free Reasoning for Policy Generalization
Reference 9
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.
Observation 1a66ca93-337e-40fa-9579-b45c991ee445 · inbound
EVE: A Generator-Verifier System for Generative Policies Action-Free Reasoning for Policy Generalization
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbe47202-02eb-4d7a-882b-6be5f0985860 · inbound
DextER: Language-driven Dexterous Grasp Generation with Embodied Reasoning Action-Free Reasoning for Policy Generalization
Reference 8
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.
Observation 0c65971f-8e63-446e-869a-3685a8da7f2a · inbound
Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning Action-Free Reasoning for Policy Generalization
Reference 93
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.
Observation 0b121d8b-640a-4222-9e37-e31526ad429a · inbound
Being-H0.7: A Latent World-Action Model from Egocentric Videos Action-Free Reasoning for Policy Generalization
Reference 46
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.
Observation 0f7201f9-47f2-43ee-829b-e7533768b225 · inbound
General Covariant Action Modeling: Constructing Generalized Manifolds via Spatio-Temporal Decoupling Action-Free Reasoning for Policy Generalization
Reference 172
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.
Observation d78408a6-583f-4203-8340-4805407b16c7 · inbound
Inductive Generalization for Robotic Manipulation Action-Free Reasoning for Policy Generalization
Reference 44
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.
Observation 852296ab-c7b1-4484-8a88-cf81b5aa8f09 · inbound
E-TTS: A New Embodied Test-Time Scaling Framework for Robotic Manipulation Action-Free Reasoning for Policy Generalization
Reference 10
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.
Observation a0a6036c-4741-403c-8cff-b6b1e00e4028 · inbound
LeapBot-WA: World-Anchor Action Models via Predictive Latent Alignments Action-Free Reasoning for Policy Generalization
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.