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Paper Citation Record · LEDGER

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation

As of 22 August 2026, this Paper Citation Record lists 100 of 138 outbound references and 2 inbound Pith citation observations for arXiv:2603.15600.

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

pith.paper-citation-record.v1
2603.15600 v2

Coverage vector

measured 100 of 138 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-14T00:15:23.806078Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T11:43:50.453019Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T15:28:34.750651Z

Reference resolution

100 of 138 outbound references displayed

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  • verified fuzzy0
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  • malformed identifier0
  • metadata mismatch0

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Outbound references

Observation c920dbd5-d791-472c-ab73-ffa4817ff4c9 · outbound

This paper cites Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Cosmos-Reason1: From Physical Common Sense To Embodied Reasoning

Reference 1

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:a4f7af8ef69a7b787f4f12aaae9228fd003b46819d68d12c52394c2ed0cd36cd

Observation 906857b2-1350-4767-93bc-c6712ce26667 · outbound

This paper cites AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation AgiBot World Colosseo: A Large-scale Manipulation Platform for Scalable and Intelligent Embodied Systems

Reference 2

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Observation c6985b90-d686-492e-ab78-98eeff8a4703 · outbound

This paper cites RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation RoboTwin 2.0: A Scalable Data Generator and Benchmark with Strong Domain Randomization for Robust Bimanual Robotic Manipulation

Reference 3

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Observation 2f6baf78-7525-4c7a-8146-015d16a440be · outbound

This paper cites International Journal of Computer Vision134(3), 118 (2026).

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation International Journal of Computer Vision134(3), 118 (2026)

Reference 4

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:6c8223be38dabf46ccca658875b34b95c829c56e5918d2a43d3627ffcdc23fda

Observation ea14883e-98a6-4fb9-9ef4-a8371292709f · outbound

This paper cites GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning

Reference 5

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Observation dce9322f-d4b0-472e-b15d-551d74b47622 · outbound

This paper cites VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs

Reference 6

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Observation fd42acf6-edd1-4dec-8704-47722f4f9b15 · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 7

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Observation 77d94f18-604c-498d-9106-10d7ec5dcf74 · outbound

This paper cites arXiv preprint arXiv:2509.24008 (2025).

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation arXiv preprint arXiv:2509.24008 (2025)

Reference 8

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Observation e95b8d0a-e0d0-4397-88c8-f1291d8de256 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 9

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Observation 26cf2db8-8fb4-4803-870e-35384312ee11 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 10

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Observation 1225215a-d9a5-4a9b-8f23-55fa07bba6b0 · outbound

This paper cites RoboBrain: A Unified Brain Model for Robotic Manipulation from Abstract to Concrete.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation RoboBrain: A Unified Brain Model for Robotic Manipulation from Abstract to Concrete

Reference 11

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Observation 739393f4-a145-47af-b25b-b0a548f38353 · outbound

This paper cites In: Conference on Robot Learning.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: Conference on Robot Learning

Reference 12

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Observation d4d2860d-ae29-47d1-912e-baee44ce171d · outbound

This paper cites IEEE Trans.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation IEEE Trans

Reference 13

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Observation 93c2f594-3627-4441-a4ac-a2b5dcbd01ed · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 14

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Observation 8a89f71c-52dc-4a5b-91b3-4577aa2f63a5 · outbound

This paper cites In: Proceedings of the 2024 conference on empirical methods in natural language processing.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: Proceedings of the 2024 conference on empirical methods in natural language processing

Reference 15

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Observation d8123644-d375-4a8c-b703-fc8df5f30158 · outbound

This paper cites HyCodePolicy: Hybrid Language Controllers for Multimodal Monitoring and Decision in Embodied Agents.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation HyCodePolicy: Hybrid Language Controllers for Multimodal Monitoring and Decision in Embodied Agents

Reference 16

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Observation 0d5de116-de60-4dc6-88e4-86129c48f8fe · outbound

This paper cites REFLECT: Summarizing Robot Experiences for Failure Explanation and Correction.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation REFLECT: Summarizing Robot Experiences for Failure Explanation and Correction

Reference 17

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Observation 9ab05e74-3e3c-455d-94d2-b7f56154b112 · outbound

This paper cites In: The Thirteenth International Conference on Learning Representations (2024).

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: The Thirteenth International Conference on Learning Representations (2024)

Reference 18

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Observation 0e6633fa-a047-44c4-82f1-809833e3666a · outbound

This paper cites In: International Conference on Machine Learning.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: International Conference on Machine Learning

Reference 19

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Observation daddd858-47e4-4b90-99f9-5afd777f99b6 · outbound

This paper cites VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training

Reference 20

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Observation 5f0f3ebb-341a-42ba-9293-4fd4d99f65f7 · outbound

This paper cites In: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers).

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

Reference 21

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Observation 7f11d403-8ca4-40ed-b9db-9fb470e15885 · outbound

This paper cites Advances in Neural Information Processing Systems36, 42748–42761 (2023).

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Advances in Neural Information Processing Systems36, 42748–42761 (2023)

Reference 22

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Observation 849ce268-6fdb-4ca3-a01a-943cea8e4504 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 23

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Observation 34d4ee02-880f-41de-b9f3-1291531ae180 · outbound

This paper cites In: Proceedings of the Computer Vision and Pattern Recognition Conference.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: Proceedings of the Computer Vision and Pattern Recognition Conference

Reference 24

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Observation d349e58f-4194-4901-9c8d-14242a2bcc2e · outbound

This paper cites Proximal Policy Optimization Algorithms.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Proximal Policy Optimization Algorithms

Reference 25

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Observation e9c53b10-ced2-474d-b9ee-dea6033e6a2d · outbound

This paper cites In: 2024 IEEE International Conference on Robotics and Automation (ICRA).

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: 2024 IEEE International Conference on Robotics and Automation (ICRA)

Reference 26

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Observation d88e741c-b566-4753-a169-5bd6d602c2c9 · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 27

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Observation 1aaad079-3313-4336-9dd5-ff8dfc7c45e6 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition

Reference 28

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Observation bde9bf53-b50f-4062-88ac-53300a35c169 · outbound

This paper cites Advances in Neural Information Processing Systems36, 55681–55693 (2023).

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Advances in Neural Information Processing Systems36, 55681–55693 (2023)

Reference 29

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Observation 3ade0c3d-d275-45f9-887f-c96f6f150392 · outbound

This paper cites arXiv preprint arXiv:2512.23703 (2025) 18 Y.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation arXiv preprint arXiv:2512.23703 (2025) 18 Y

Reference 30

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Observation b1878c71-7d1b-42b3-a3cf-d3016bbb1f29 · outbound

This paper cites Time-R1: Post-Training Large Vision Language Model for Temporal Video Grounding.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Time-R1: Post-Training Large Vision Language Model for Temporal Video Grounding

Reference 31

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Observation 1f889538-75ea-4539-861c-0b2788cfca84 · outbound

This paper cites In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation In: Proceedings of the IEEE/CVF conference on computer vision and pattern recognition

Reference 32

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Observation 47df8133-c1e5-40e7-a383-0248b4f95a99 · outbound

This paper cites R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization

Reference 33

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Observation 4e67a908-8132-4dd4-a9be-e528f9bcc6aa · outbound

This paper cites Advances in Neural Information Processing Systems36, 76749–76771 (2023).

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Advances in Neural Information Processing Systems36, 76749–76771 (2023)

Reference 34

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Observation 2fa45b7f-6e93-4d3d-9ea2-7f3953076b21 · outbound

This paper cites arXiv preprint arXiv:2509.15937 (2025).

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation arXiv preprint arXiv:2509.15937 (2025)

Reference 35

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:22c9b6974ae77abeb79681c057f4a69c91d40e19c5958f366e801607d6ae65bd

Observation 152efcb2-adf0-48fb-aa7e-bef29a39a8be · outbound

This paper cites arXiv preprint arXiv:2505.10911 (2025).

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation arXiv preprint arXiv:2505.10911 (2025)

Reference 36

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:c9cfc0cfca49ee4b4172bc7928818477b22570535ab5ec104cd880eacb774366

Observation 035738a4-3709-487e-8dd6-e4d6bd2550a0 · outbound

This paper cites PROGRESSLM: Towards Progress Reasoning in Vision-Language Models.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation PROGRESSLM: Towards Progress Reasoning in Vision-Language Models

Reference 37

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:b1d8aa75ff66ae0fcba30602dc2dbe3e1976b385b2221ebd80205a6bfe5d7bb0

Observation 79630530-51c6-4ae5-b6c6-df80086870f8 · outbound

This paper cites Long Context Transfer from Language to Vision.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Long Context Transfer from Language to Vision

Reference 38

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:cb3d82be45c36139ab8b880ad3c4f2d7da807daa732a0ec8d691d45703afec1b

Observation 351bcaf6-86e9-48a7-a226-767d5c55d8d4 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 39

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:5cf1f93e3fc2410fab6f901ebbe485cb3a820d2cb9adcc7d50fe46c0e277e6fe

Observation 10b346a7-4e13-40da-a142-9ba9c4e868f3 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 40

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:03e7025f52b77cc91c563150f6ed77a21d1d78ce3fc1a4600e9cdcd5e2e93471

Observation 534a3022-9c85-429d-b32c-e3a1186fb7dd · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 41

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:059ac0d01cf0286a912cc35e6c1d03c9c6e1b648a20ecbd1fd027477a06b0e0e

Observation 1a190acb-accf-44a2-9e0b-b48bfe664bec · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 42

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:307ebcaa506fa6d39c212b4fc8a88c5f49c727659ae4fb99f78af1738a692e5b

Observation 7cd01e7c-aa96-436b-9c4d-afcd8466f85a · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 43

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:05d190b4a73310c73c60ff382c9facf1c490bbbf62f4c334daf0cfa1d4f3cc28

Observation 68e81e24-455b-46ca-911e-9d991c001d1b · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 44

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:7b21aab34625057e6ed44c96e08f816c9579e9d7eec50cbf77ea49f1db290b52

Observation 73772088-f22c-4a07-a482-e11f7631d104 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 45

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:fb793967b7ca46ef30fdb9da7c99c0ce5491d7b1fc24fd024781c8c795c90671

Observation 20038482-61ac-44d0-b86c-6125a4407884 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 46

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:cee43ccee78c842d131c8780caa84c2e856f3540aa0a11ad7e77f9a28fcb1fef

Observation b40090d2-1706-4e92-9ed4-4295bfff4837 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 47

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:b2c256559c69bca9df62600142783b588031b5bdc2f89398fa06c3f66c9e935b

Observation c84cba22-3dfd-4c07-8652-8a60cff220d2 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 48

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:181f3ba9bdc794ab2e97ed6949a83cf2e31a0eccf126f981ffa793a7ad20070f

Observation 18949f62-9e2d-4925-8274-5ee860451b9c · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 49

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:5dcebcf639130b0568f8ed0514c0023582c67f003bbc5ca100e4b2eb2e517c44

Observation f3b732e4-f508-4393-839f-2cff31177a10 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 50

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:54cc82c8c6a8b917f36d69439ea366daa9f341fcf4281da09171b5b4603f690b

Observation 19af9763-7ae7-4237-ba3c-d0d53bceec44 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 51

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:318a2fcac8109afafa5d12083736f61a874515d07d8260749e0a17ceb8a0a4e9

Observation 926707e5-4660-41d0-aac6-6c2a07efe432 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 52

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:86e5f6778254d01adcc2ce1ff21280ffd18640fda36c704bcc68399146746670

Observation 59e94540-1d3f-48c5-a519-41204336493a · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 53

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:b40caf43189199d61d9214133bdcfe4c8e950579db231830f4e49750d07cf210

Observation 7a9b5885-2747-410f-89c4-f0b9a4adfbeb · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 54

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:e98adcf8728f9997a4e44731192cd560fb2e044197001f74b8cf1090c1427b52

Observation b8890ae3-9a5d-4d82-9b1a-4a24dec4252a · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 55

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:b303c84dcd3c0fe347213161622d0617764f25c4d9e9509a007626820935bf6c

Observation 5e6b3a2d-697a-46dc-a6e8-6d2d27a6d729 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 56

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:0d9fc7f3d8c24ecae791b08b5208d185292b466208533e27ad27564471ea28d0

Observation 6c5c7a38-8b03-4a8a-a00b-6300a6c1c57f · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 57

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:8dba1bbf657d7fb49a8e94d9f5d3404a4271e77d0649797b7b6c699e749b8aaf

Observation 8dead64d-278b-4012-9f74-99dadd6d3bcb · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 58

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:13e2b5b88987218e9523eb543907b0ed6e292e6190d378a9a05dab28b99d8d0d

Observation 5258f7f2-c35a-4780-8373-6ba88ee75fb0 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 59

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:c25013340f8a7b054748935f6fb912c105198d621c0532f0155c2b6fdfc12af2

Observation c25d3396-957f-4a79-ae7b-1d36ab64cbb7 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 60

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:5a28d3fbd120bdca0193526509f35da32638571cf73c1f2d57f87ebeaf1e5d1d

Observation 597e948c-5a1d-4619-8dd6-a2d55408f569 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 61

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:7fb0388522408d4c488ec50aa21a7d115eee9b9489298b36c37bd9d62a4efa29

Observation 178c66b5-29d9-4275-8b9d-1fa5e18d1da5 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 62

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:e60bd7b00f30c852eedfc3c9ca0fdd5876d234b0b9d272b241ef6854691ecf6c

Observation b345ea29-7e16-40f0-a21a-33d9eefa6fba · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 63

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:fbaf3eeef1bbbf7e3db9a9cc8b36a7016387b3408b1f0840410ca907d127e51b

Observation daf0d1cb-c942-4d7d-8641-244409365810 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 64

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:af449b83c36c8350a287ffb1f68254b2594462becb22c7bf8dbbd624ec9f3f86

Observation cb0a888a-d569-4d6c-afec-6250ce962257 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 65

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:bc216a230a2ff74456613a6dc62f27b5c0e4f9e20090668bd9d2a52438fcf1d6

Observation 68c0fa73-402a-4af7-9796-ffbeedbea826 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 66

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:06d00d4dd2838da511d5a4207c70b5b724b1e2bd6ff6b21e3a490eb544118777

Observation c84297d0-2014-4279-941d-66447aa3592c · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 67

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:17c8e09032b3089fdfa01f51ed5a70faedd1b1f9f0791cabc8d51e5afa845062

Observation 78718746-6dfe-48d7-a371-b39014a9aa7d · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 68

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:d8e14e37bce56d11f63e053078c6f04ee1e2a1240df99bc708d5a2b620ad0ac8

Observation 9392ff9c-0f50-4e85-a324-05ca582a5180 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 69

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:533087dfe181bbcebf6a755e2368f3d339b7dd5431cff0b3a5ade00bf2b30709

Observation 07ca303a-338a-4e6f-8a50-f42114704f21 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 70

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:8615ccd5fcd7e84f9eec6ab0912f012e1db8d1d5369f10f80c1675796f66cf20

Observation 70021a35-7441-4840-91ba-540fc37cc482 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 71

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:9593dc8e60cf2f8fc1c0fa28a4a27c686497a5f426959a79d4885f143ee2f8a2

Observation 041ea1c9-f40a-4c16-9175-be85b32438c8 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 72

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:47e89dab79cdcd267453dc98aa7017425501cffdb5c778dcd05de29abfcfb802

Observation 8609f85c-0c2a-4e34-9c4b-fb3ee53f9374 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 73

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:fdd72909d797fee8109fab61694656ffeac2a0a1b4e95bf2141813558f384db8

Observation 505376e3-332a-4f72-98cf-c74c249f3cca · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 74

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:51aafddeeb909c5a38bbb6d288f71366affb70e9615e7e557a388662673d26ee

Observation b6dfe426-33ae-4557-b460-621654beabc3 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 75

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:1a53b687203c7a009be53372c211b408c48992a18612ae58d524c8165fff510d

Observation 76524d55-fb3a-4ef8-b9d1-20240320611d · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 76

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:28fe30632bd80fc13886230472f141b92d8f78d94b7b4350bc1e08d1c48e0f85

Observation f46f3cd5-2d02-4d7a-a437-72ede533dbc9 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 77

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:421d30b051685a8dacfd6ec6165b7e7e927a0826c1bc454d28e3aba9972ed78d

Observation f6955444-0d5a-4cbd-a69f-445dac5094f3 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 78

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:92a1d39d1e7076cfcbba17f74a5ebaf2c85c61e201b2622a1abb60def33d7463

Observation 2808c361-a09d-46f8-8e44-c84bfb8b5228 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 79

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:912c0f455dc4778997ee30292b00eed50bb9a378b2f392a88dd498ed31c8a2b9

Observation f83ad472-53cb-4306-90a4-ba21bc075e9e · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 80

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:5d79de0b43f270ff28d6d5825e4a6e5aba8a14b9e2243f30bd3c555a045b1d40

Observation 8edc348a-376b-45d2-a382-30395ea954d9 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 81

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:3641ec86cd9e17ecbb68b66a8b6187d439651565bb46feadebe40ac3d9627232

Observation dd7a986d-25d8-46d9-9d82-b29a4ea2a522 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 82

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:ceeb6318915ed1d0459b6b46a7a85572cd4bfca75003a5e160068d84f8e93244

Observation a910ae80-4e5b-40b6-b87f-038ac253890a · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 83

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:137d3cbee277e7b1f38ff19357a00e7e653952dd969852389d6eab6a1bc408f5

Observation eb2a2479-e307-42c9-8f1f-283e2c65f5f7 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 84

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:bf6ea875824b0ae38a2dc0831e7a02f1d5cd0bc99e41aedb1d680332b7398757

Observation 42c2320e-f8ed-46b4-b525-45b62fdb03da · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 85

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:1385c7c20a15c49f0e193dc71804a83528c1ab39d919128bb22baa46bf7ef9ab

Observation 981be42b-ed00-40eb-b23c-c32a4e1326c7 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 86

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:8f687e1da1e86858dfcdaf6ad74742c2d1947e5c8f4e68b82b1911cfb48d4be3

Observation ce3bfbc3-7d2b-4302-8f59-5174b85d5650 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 87

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:5ef1d740d99ffcee5fb5f3c6e9e450d9358cf81bbb2ca1650e1cdbf9ee33368f

Observation de7ad738-5761-402f-91d7-8b861bef026b · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 88

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:d462165ce5ab8829cfc2a04b962c5b257ec7f78a47d8ae8dd3c018ab51ec4294

Observation 46ca7258-3b13-4a6f-98f9-ff6ec787c5c3 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 89

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:41e89e86cc950bb6ea82c73070dd04708040c0c22bd235386cc8a3ab2d616834

Observation 9f480a64-a050-4a8c-bb33-1472c0163b73 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 90

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:c657e8b9b358abd634c6ae234733288d572c8b7cdd1dede82eaa18659be1d43d

Observation 068c8929-6e80-4691-b069-0067d15a2eb9 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 91

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:e2b073780eb158f72a1152a5f3d00a9cbab3bcf5ce60d730079fccdac0cca417

Observation f36d2235-ba91-42ba-be67-7dcb23f1b806 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 92

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:dda81708b35af5959bf0b687fbae45e481c252e98119370b39bcaa0ef17fe378

Observation 8ad243ec-b105-464a-b35e-92222f4601a7 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 93

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:bcb4976b0d34a670429078b07acb70a9e031f4f3367a3d2677b6b4b51cd129ea

Observation e95d1cc9-37e9-4890-bd7b-0a51338e1448 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 94

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:c9717a9efaa755b02fc32686d4b9df69dd44da9f5cd00bfff6f548f099ffa579

Observation 8af89784-aaaa-429a-bf0f-95c845c10306 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 95

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:0ebdc05e441c6722da45de631219332f775bef27b6636568e2203a3c09718eac

Observation bb5e6354-016e-4539-82a8-60e5a6bc6d0e · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 96

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:c05bdea39ca00fbd4683d2697ad3230c4b7347263cec95c10f5ec0ebf8e39b3d

Observation 38f1d27a-360b-46c0-9411-b436a64fcf9a · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 97

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:8a4beeb820cfe4c3e6b20bb10ebb71e4172c08a25554dc42ae9f316dbfce45c5

Observation 9467cbd6-da70-42da-8aab-56a96b5f735f · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 98

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:1c4b7044d63e55ffb4a26f785bf94e2137079511e41d9c2f412566ca87916ea2

Observation 9d1d2f9d-c8a0-4374-b5fb-71387a79f341 · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 99

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:01e5b16bdcf22340c00b17f77663039f0d7e17a25bb8da903da86adb8180bb5e

Observation de8650fc-db8b-47c8-a626-f367eb744c1c · outbound

This paper cites an unresolved cited work.

From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation Unresolved cited work

Reference 100

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:6d92c7ecb635dd37b4d29b25866794fce091eaef08b13a2ddf9cf41ce5ffc514

Pith citing papers

Observation cd366838-6d98-451c-8562-d0297cfd7c58 · inbound

RoboProcessBench: Benchmarking Process-Aware Understanding in Vision-Language Robotic Manipulation cites this paper.

RoboProcessBench: Benchmarking Process-Aware Understanding in Vision-Language Robotic Manipulation From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation

Reference 31

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verified exact
arxiv_id, observed 2026-07-08T02:18:11.958550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-27T06:26:32.209719Z digest=sha256:0679e3ab24eff6ee3cdf0702f904459559faf086ba08b84c77308331b2588893

Observation fa4c40d2-3acf-4b15-a40a-2b5d8b6537b4 · inbound

RoboProcessBench: Benchmarking Process-Aware Understanding in Vision-Language Robotic Manipulation cites this paper.

RoboProcessBench: Benchmarking Process-Aware Understanding in Vision-Language Robotic Manipulation From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation

Reference 31

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no resolver link, observed 2026-08-02T11:43:50.453019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T11:43:50.453019Z digest=sha256:cdd710d6bbb6042381c8ca9b2b79266892be0eb463b680aa3e815222dbf9b101