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Paper Citation Record · LEDGER

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

As of 9 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 2026-08-08T06:32:00.761636+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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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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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=sha256:309b90ed6e015ead883f230105ec7f77960aca88d71a8780f528f268152f6713

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=sha256:25b74ab099ba56e9e9a76ae6f8d97e13b6d16119491368ec6b6cef75af64b9f2

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=sha256:5b1d083f337b823335f5d91e1db2a1e7563cbfa6e3c6e3584e625ea4c5777126

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:a6ed766e268e1b53d88fa7d41565311a79c97676fec66fbe624e1716d2401aec

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=sha256:46bf295f7e1c284a4dc51bbcdaec8d0bafc86d5c289cab98f576ab68d35b86da

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:db1da7a238c307f92274f67fa363fb2483a3b1700ba23a30a6803a6650b1ebe9

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=sha256:93722dd85bbd6002621335aa1cc72ffe8770c71ecb929310f1547d6e58c89770

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=sha256:4ac9a2390daa0b321db928d94a6e53ddc537a3a3d12a12b160ba216776234dde

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:b33d9b31049c567a4763466857d92b10d0e2a3886d7931d56cb753436a0e3787

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=sha256:15c7abd1ca1f0115a9f6ccc2fa1436279da17d387f1ff1244ca2555429e4663f

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=sha256:637694d29aa687148878dcd6db7dedd6ba1b65b793595e90567f92e4869bd091

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:d556596a94013234fa101c16e06ece7addcaf25bfc7ef9a7183a198eef8314e3

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:ebf179b8036757195e5b3c26d83526975b0fbb5ae1623e4749d1d9e0128169b7

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=sha256:0789a12edbf31f03f0002a6e38435bbbaba0a4c47ce85d4044f8fc02c63ab39a

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=sha256:34ea6249522a8081d572de5a3a6ac65a657945cf0aa0323ded35242a2f3a73d0

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=sha256:215ba58384a16177dac875512043d930afa504f310f2acc1c6f6f651b61c0775

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:cd937ca2201224e4ee43c1c3aaa3a81891329f39b0591e5ccffdf39acf039982

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=sha256:141ba7f204ebf3df24c41bb102d18e9f5e803e88de246ee6f1b7d5ebac72c7e2

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=sha256:08fd7cbc4273470e77d372fc99df784197ce9e33bbb6d1279166ffcd77e19db2

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=sha256:02f697bbca38f7ff32d958331c31471b0469697df5c2791fadfe1689be377e1b

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=sha256:4879f4fd2914b9bece0b3dda5d90ef00c78e4828dac86f06f2f2e4ea4abedf26

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=sha256:071191c485cd3931b41e2d0b39463d2b6ec0682d99ac7174d87641706635687e

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:ea604c54d1949d289f2cbb82c85c52e9ff38306d72170be80e948dc413acc030

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:a8bad7e223f48dff64c9c2f53344514811031508bc9f83af3fb3fc049b8a4b41

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=sha256:30679dfc0caf13bbcb9e13e38491e9b92dced0b08cc65ab5d063558fc0862959

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=sha256:18e7842080d09cf56b5b2c9d91350319f315e70b40bababa2942e60b2d22e4ff

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=sha256:28780eb532962be681151026fc081b8f996dd01af9a70fa130f4d640ee056365

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=sha256:25987949e28a1b7107e5d14beae1b36a6caa38341a2ac109f60dfd71bf229828

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=sha256:062c7641834b9a0de4216c0dbf72824050d4bbe55c4f3ec8cdab948790a4f99e

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=sha256:7cd8da9406cb64d624a71902ecc9c498a4d2fb46e6ffcef1b04b982d059d4390

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:da18cc9bf4dc430aa3c3e5a739c661b47e9f8cd8f0e4dee3ae706e9b65074bc5

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=sha256:00492942697f12e2aa991b20038cabbad2aa8e5cf6af90d38f8728ba57cf22c0

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=sha256:952681750f3892620873677a66861f2ba71e269fa5910137734aa1c7f3535912

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:424ea16761e5141ede17e39367e8921ac4a6827e86f717f41346b05aa0ef0515

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:7e8116b8786426781ae78cf3feb84ed9f4d348d36dff95477c4aa76243a2836e

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:95a124be3a3823596d214f8d570ee03b4c38b314335baa7115ca0bbe9be2d86e

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:0843cecf9931bbf240572c2122005d4e5f408fb145b7499140b6abc3398a4253

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:3890b3d7a24a2c7b926eb0e61ebd94c1c51c04ee1ba215e92566cda1c65b5433

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=sha256:77caf63d724e497d9470ccce50f6d7634b8ba629772b27362657c2e9d31f9b96

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:285c076b48e1b58e5586f7ab9753b50bdc52f02afe98bb45f9d931bfd3c8576d

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:d3456108cfda9196614d173de5d6100afbadbb37101279345af451d102723671

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:ee1d7c93180b33eca14d3ba64b8f262e6edc72708101fc7bb952a32349d752fd

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=sha256:8c0aaa61cbcddae03011d6ab0cded6987690a22c84f7802554a867aa75d6d413

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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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:44b34e1fca56ea2fce7557d02a20721a517c58d6b7e014ace859ca800f5da3bd

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=sha256:73b7fd964c52b1497c52ef3ee795c6c76f62d3dccd06c4ab5034a7e0acfe6005

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-reported events for the cited work

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:d0716a5ee146afbbdc9062a769fbc2222b96325a8c0bcb5db945b11e47c8dd20

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:fe1cf228e2df561355422c4133d1631d518dd6eeaddc5383a47022f4acb61bf8

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=sha256:93467a403a134e9edd20accaea20389848648ea6ab460b42eef948c97ef3fdd1

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:d0445b8585fdfa9cf7dc5d31e2e980fbbf82faf32e5c0f64575e91b0a6caf574

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-reported events for the cited work

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:cd10aafe9efcad58a12021f26f137b41a84196b196e0740d94f566a5d173e043

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-reported events for the cited work

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:69bf4fc8a421775c0308037425a38144a1511c3dd310b50268cb903379325abf

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-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:5e5b6e619906a0bc004372657a35bfee2fec2901f0461451912f99eef53280b7

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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no resolver link, observed 2026-07-14T00:15:23.806078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:c3bb3b4d4e33569ec9ea63982575ec6c76b0ed1b55a44f018d0eba75e536662c

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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no resolver link, observed 2026-07-14T00:15:23.806078Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:ae5c23ac5d78485f41cba9368d60f2fda669552130ca18e3e93ad6cc481c4d4b

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-reported events for the cited work

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source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:a80eb375d3fbff42a812e24798f5fe25848f9240d4a37ea154105502ddaf13d3

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:2adc6c89605ad9e1eeeb9f504c685076308200eaad14ab0fa2219a36526af9d2

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:7344c404e593e42c753572ff0aef4299825c9f4fd4cc7f8303ea008e1c616423

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:9498c38039a04aa5e4bfa623b821c5e18bc0791b60ffca20f10a4baec6bf8337

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:55eaf085550458cb6db4faaf335bb73427466f05db6d0e78b968acd420d6b299

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=sha256:0e923588b8e06a4455debc7bcf2ee8c00601fcc3f7ff61d21c4fe39a5050ac37

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=sha256:98d1b790ce982df2444d833aee6bd1427e69854709d7140596044fe99b6f7c0d

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:af9e07738e80091f7dd5cee419a8b2cf0b48d1a52fc4b3438079689903c5ef8c

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=sha256:3e9d0dd17a5fe5ace3fea9a033c4ec575a040ca7acc6b41bb7bb0863aaea16df

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=sha256:2f0ce8481c141cbddd7e94b59524a000ac1d7730cedfcc558479a85f00e3a5c5

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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no resolver link, observed 2026-07-14T00:15:23.806078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T00:15:23.806078Z digest=sha256:69ccf18336986f77a7063be1fe6496f92366529e4c45e5bf251a0dbac94424e0

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=sha256:72d81caa475568ca153670e514515c9c2fe75b04d42144c49128c19a0a5c7b4c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-27T06:26:32.209719Z digest=sha256:799dfb1829a45335df922878c70a95963d5d99578b095be0da93a383b5b2f9b8

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=sha256:332283562625c6acee828e5f908ba3af18080a1a874a16169664be3c0790667e