Paper Citation Record · LEDGER

Policy and World Modeling Co-Training for Language Agents

As of 19 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 1 inbound Pith citation observation for arXiv:2606.02388.

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

pith.paper-citation-record.v1
2606.02388 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T15:40:35.531232Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T08:01:22.822171Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

64 of 64 outbound references displayed

verified exact4
verified fuzzy0
unresolved47
parse uncertain0
malformed identifier0
metadata mismatch13

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4c003cf6-adb8-4b38-ba26-3a8224824ca0 · outbound

This paper cites 2018 , publisher=.

Policy and World Modeling Co-Training for Language Agents 2018 , publisher=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f5c93b8-4ad8-4503-b6c6-beaa50166fbc · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation c89cccce-5462-4ddb-8e85-4d4804ab293e · outbound

This paper cites GLM-5: from Vibe Coding to Agentic Engineering.

Policy and World Modeling Co-Training for Language Agents GLM-5: from Vibe Coding to Agentic Engineering

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T22:16:15.586269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 89940cc9-f397-4a9d-81ea-7c2c52462fef · outbound

This paper cites Cognitive science , year=.

Policy and World Modeling Co-Training for Language Agents Cognitive science , year=

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation d441ce0e-af88-43fb-aaf0-aaf6412da3f7 · outbound

This paper cites 2012 , publisher=.

Policy and World Modeling Co-Training for Language Agents 2012 , publisher=

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation dd6b5893-9a51-4806-b638-c88b55fc2c49 · outbound

This paper cites 2, 2022-06-27 , author=.

Policy and World Modeling Co-Training for Language Agents 2, 2022-06-27 , author=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 0425e934-e6d5-44e7-b977-c6af884f3944 · outbound

This paper cites Conference on Empirical Methods in Natural Language Processing , year =.

Policy and World Modeling Co-Training for Language Agents Conference on Empirical Methods in Natural Language Processing , year =

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 4855de63-bc66-4712-903e-23a49bd051fe · outbound

This paper cites Transactions on Machine Learning Research , year =.

Policy and World Modeling Co-Training for Language Agents Transactions on Machine Learning Research , year =

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d27cf3ab-50c9-4aa6-bb55-8ff311132110 · outbound

This paper cites hallucinations.

Policy and World Modeling Co-Training for Language Agents hallucinations

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T22:06:17.193574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 87351c43-2e0c-41b7-ae60-bf5c5f7e523d · outbound

This paper cites W eb E volver: Enhancing Web Agent Self-Improvement with Co-evolving World Model.

Policy and World Modeling Co-Training for Language Agents W eb E volver: Enhancing Web Agent Self-Improvement with Co-evolving World Model

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c650f2a6-b961-4706-874f-94e875aa6aa6 · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation a7ddbd63-8ec1-46e7-882f-922a08f20b46 · outbound

This paper cites arXiv preprint arXiv:2601.08955 , year =.

Policy and World Modeling Co-Training for Language Agents arXiv preprint arXiv:2601.08955 , year =

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:06:17.196067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 474e12d5-de9a-47fb-bd4e-d4f7c5c05a09 · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation d71d9c1e-022a-422a-acf7-d4186bda41f8 · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a691ca32-ab8c-4359-ae73-98a1b69cc2d8 · outbound

This paper cites Group-in-group policy optimization for.

Policy and World Modeling Co-Training for Language Agents Group-in-group policy optimization for

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation d8751f45-a5eb-46ab-951b-3112952d3fad · outbound

This paper cites A Survey on Large Language Model based Autonomous Agents.

Policy and World Modeling Co-Training for Language Agents A Survey on Large Language Model based Autonomous Agents

Reference 16

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T22:06:17.195380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 728bcd6e-4b91-4b9e-9143-d34c94006e89 · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 8b291edb-830e-4198-83d3-12535fe8d6e6 · outbound

This paper cites Conference on Neural Information Processing Systems , year=.

Policy and World Modeling Co-Training for Language Agents Conference on Neural Information Processing Systems , year=

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation dc5baac2-bf39-49ad-9644-be504850ebcf · outbound

This paper cites Conference on Neural Information Processing Systems , year=.

Policy and World Modeling Co-Training for Language Agents Conference on Neural Information Processing Systems , year=

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 033f2b31-7ea4-4be3-a974-3720845addff · outbound

This paper cites Transactions on Machine Learning Research , year=.

Policy and World Modeling Co-Training for Language Agents Transactions on Machine Learning Research , year=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e51ab5c-f81e-4d96-94df-432f927311ad · outbound

This paper cites and Yang, John and Wettig, Alexander and Yao, Shunyu and Pei, Kexin and Press, Ofir and Narasimhan, Karthik , booktitle=.

Policy and World Modeling Co-Training for Language Agents and Yang, John and Wettig, Alexander and Yao, Shunyu and Pei, Kexin and Press, Ofir and Narasimhan, Karthik , booktitle=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

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Observation 70fc4987-e09f-49b1-8f72-0946c5109e8c · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation d1660de3-a0f1-43eb-9540-d9dfc63469e8 · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 965e79f8-df4d-4980-b290-97641c43af6d · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 0fe09c9b-91cc-40f8-b792-067547d83c43 · outbound

This paper cites Xu and Hao Zhu and Xuhui Zhou and Robert Lo and Abishek Sridhar and Xianyi Cheng and Tianyue Ou and Yonatan Bisk and Daniel Fried and Uri Alon and Graham Neubig , booktitle=.

Policy and World Modeling Co-Training for Language Agents Xu and Hao Zhu and Xuhui Zhou and Robert Lo and Abishek Sridhar and Xianyi Cheng and Tianyue Ou and Yonatan Bisk and Daniel Fried and Uri Alon and Graham Neubig , booktitle=

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 896afd57-317a-455c-b714-78cd23ffa84c · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 3532b426-ba72-4799-9e69-f742c2ab954e · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 9d10e3b4-a2a7-429a-a3a2-59ebf09a3977 · outbound

This paper cites A gent T uning: Enabling Generalized Agent Abilities for LLM s.

Policy and World Modeling Co-Training for Language Agents A gent T uning: Enabling Generalized Agent Abilities for LLM s

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

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Observation ec32a406-f240-4e74-acd8-f78b8d66e362 · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2872c5c7-4f5a-4edb-9fb9-5aa4de03a251 · outbound

This paper cites Annual Meeting of the Association for Computational Linguistics.

Policy and World Modeling Co-Training for Language Agents Annual Meeting of the Association for Computational Linguistics

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acd0e178-306e-4dd5-b02a-bb5a1752c637 · outbound

This paper cites ACM SIGART Bulletin , year=.

Policy and World Modeling Co-Training for Language Agents ACM SIGART Bulletin , year=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94fa64c9-6511-4dc5-b102-bd5def26d61b · outbound

This paper cites World Models.

Policy and World Modeling Co-Training for Language Agents World Models

Reference 32

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T22:06:17.181088Z

Source-reported events for the cited work

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Observation 8d9d382a-dce9-4233-bc6a-b7e2867dd1df · outbound

This paper cites International Conference on Learning Representations , year=.

Policy and World Modeling Co-Training for Language Agents International Conference on Learning Representations , year=

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

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Observation 975f5b88-659b-44f6-bd8d-e4a8ceea2f60 · outbound

This paper cites International Conference on Learning Representations , year=.

Policy and World Modeling Co-Training for Language Agents International Conference on Learning Representations , year=

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

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Observation 16fb4234-b4d2-41e8-b1f7-82ba0fc4ed0a · outbound

This paper cites Conference on Empirical Methods in Natural Language Processing , year=.

Policy and World Modeling Co-Training for Language Agents Conference on Empirical Methods in Natural Language Processing , year=

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation b73e95c3-15a1-44e0-bdaa-cf130e55ce43 · outbound

This paper cites International Conference on Learning Representations , year=.

Policy and World Modeling Co-Training for Language Agents International Conference on Learning Representations , year=

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 4d859721-0fe3-4752-988f-f9e0e10b16ac · outbound

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Policy and World Modeling Co-Training for Language Agents arXiv preprint arXiv:2506.02918 , year=

Reference 37

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Source-reported events for the cited work

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Observation d659ea87-4c34-434d-a461-bc401b3d2f68 · outbound

This paper cites Reinforcement World Model Learning for.

Policy and World Modeling Co-Training for Language Agents Reinforcement World Model Learning for

Reference 38

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This paper cites International Conference on Machine Learning , year=.

Policy and World Modeling Co-Training for Language Agents International Conference on Machine Learning , year=

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation a5f4e345-84fc-4344-bae5-782cb41c4fe6 · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

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Unavailable: canonical work link unavailable.

Observation 2ff247b2-3b70-46ba-81cb-beaaef4fe6b2 · outbound

This paper cites Proximity-Based Multi-Turn Optimization: Practical Credit Assignment for.

Policy and World Modeling Co-Training for Language Agents Proximity-Based Multi-Turn Optimization: Practical Credit Assignment for

Reference 41

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Policy and World Modeling Co-Training for Language Agents Self-Distilled Agentic Reinforcement Learning

Reference 42

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Source-reported events for the cited work

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Observation 3a47e44d-156f-4587-a053-98cca8a5c4d0 · outbound

This paper cites ZeroSearch: Incentivize the Search Capability of.

Policy and World Modeling Co-Training for Language Agents ZeroSearch: Incentivize the Search Capability of

Reference 43

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Source-reported events for the cited work

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Observation 2b94da71-ec1b-4c20-a2f3-7e81eab16ea4 · outbound

This paper cites Agent Learning via Early Experience.

Policy and World Modeling Co-Training for Language Agents Agent Learning via Early Experience

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-07-01T22:06:17.190939Z

Source-reported events for the cited work

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Observation 2e653546-5ae8-4bbc-bd4f-b2e188c2e758 · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 45

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Observation 02b82752-face-4b15-8ae1-a006a5f6d124 · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 46

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Policy and World Modeling Co-Training for Language Agents Transactions of the Association for Computational Linguistics , volume=

Reference 47

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Observation 60bc52f3-3526-4f25-8994-3ae4c21cbf0e · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

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Observation 9f9d8eb4-1b04-4133-b3b2-ceb772e83a8c · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 49

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Source-reported events for the cited work

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Policy and World Modeling Co-Training for Language Agents Measuring and Narrowing the Compositionality Gap in Language Models

Reference 50

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Source-reported events for the cited work

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Policy and World Modeling Co-Training for Language Agents When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories

Reference 51

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Source-reported events for the cited work

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Observation 76007fe2-3744-45f9-827d-38802c53fbe5 · outbound

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Policy and World Modeling Co-Training for Language Agents Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps

Reference 52

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Source-reported events for the cited work

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Observation 96afb0d7-c851-4695-a542-5b1c8f0aac97 · outbound

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Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 53

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Observation 2a6afe87-ec14-4e78-9a3c-b832c7dcca7f · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 54

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

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Observation d9d2fb63-efc0-45fd-bb31-2c80e30e8696 · outbound

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Policy and World Modeling Co-Training for Language Agents Gemini: A Family of Highly Capable Multimodal Models

Reference 55

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Source-reported events for the cited work

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Observation af0e8fd5-3399-43ea-8eef-4b15fa347073 · outbound

This paper cites Conference on Neural Information Processing Systems , year=.

Policy and World Modeling Co-Training for Language Agents Conference on Neural Information Processing Systems , year=

Reference 56

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 7d06a568-9ca5-41f5-a769-218fcac12400 · outbound

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Policy and World Modeling Co-Training for Language Agents Qwen2.5 Technical Report

Reference 57

Resolution: verified exact; local_arxiv, observed 2026-07-01T22:06:17.190324Z

Source-reported events for the cited work

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Observation 6246ff5c-f5a8-4f92-b901-04b53b199b15 · outbound

This paper cites Text Embeddings by Weakly-Supervised Contrastive Pre-training.

Policy and World Modeling Co-Training for Language Agents Text Embeddings by Weakly-Supervised Contrastive Pre-training

Reference 58

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T22:06:17.187638Z

Source-reported events for the cited work

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Observation 7e15f381-9a6c-4697-afb0-f813ccd80eba · outbound

This paper cites Proximal Policy Optimization Algorithms.

Policy and World Modeling Co-Training for Language Agents Proximal Policy Optimization Algorithms

Reference 59

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T22:06:17.197721Z

Source-reported events for the cited work

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Observation f0626b20-a272-44fc-a737-f0694e830d88 · outbound

This paper cites Back to Basics: Revisiting REINFORCE Style Optimization for Learning from Human Feedback in.

Policy and World Modeling Co-Training for Language Agents Back to Basics: Revisiting REINFORCE Style Optimization for Learning from Human Feedback in

Reference 60

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d3fbba6-5608-421a-bb21-f88860d599be · outbound

This paper cites International Conference on Learning Representations Workshop , year=.

Policy and World Modeling Co-Training for Language Agents International Conference on Learning Representations Workshop , year=

Reference 61

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

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Observation 961efa38-d9e8-4ac1-ab1d-9d326baadd77 · outbound

This paper cites Qwen3 Technical Report.

Policy and World Modeling Co-Training for Language Agents Qwen3 Technical Report

Reference 62

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T22:06:17.185221Z

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Observation 128ea551-0aa4-4bde-bc01-e2e3f75ec0f9 · outbound

This paper cites The Llama 3 Herd of Models.

Policy and World Modeling Co-Training for Language Agents The Llama 3 Herd of Models

Reference 63

Resolution: metadata mismatch; local_arxiv, observed 2026-07-01T22:06:17.183596Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation febdc317-90a9-4044-bed1-ae7b44bf4e6b · outbound

This paper cites an unresolved cited work.

Policy and World Modeling Co-Training for Language Agents Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-06-28T15:40:35.531232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 0dea1744-5a2a-4637-b593-55ac58a1ff86 · inbound

The Dark Room in the Reward Channel: Dense Prediction Rewards Collapse GRPO-Trained LLM Agents -- and The Channel, Not the Content, Decides What Works cites this paper.

The Dark Room in the Reward Channel: Dense Prediction Rewards Collapse GRPO-Trained LLM Agents -- and The Channel, Not the Content, Decides What Works Policy and World Modeling Co-Training for Language Agents

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T08:01:22.822171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.