Paper Citation Record · LEDGER

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning

As of 19 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2508.11995.

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

pith.paper-citation-record.v1
2508.11995 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:32:59.024304Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy5
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b7e08444-a5ed-404b-94bf-998c5c2819bf · outbound

This paper cites GPT-4 Technical Report.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.779208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 395ba944-cbb2-4177-9d5b-3e6a2be595e1 · outbound

This paper cites Qwen Technical Report.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Qwen Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.785297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 198202c9-4830-45cf-adbe-a65580b17352 · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:32:59.932387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5b13424c-629e-463b-873a-c1632d2fc0b8 · outbound

This paper cites J.; Kilgour, D.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning J.; Kilgour, D

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:32:59.919461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 150d9263-9fb9-471b-9c2d-448e4dc6ace3 · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.806176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 780b47e2-0466-400f-86bb-3393c6d3fa7a · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.811055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 557341dc-8943-4c4a-bce4-4a7e5367f857 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.822499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bad20386-b449-4dae-933c-296de3f29c40 · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:32:59.904670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c2ee5754-e47a-4fb1-9aad-23e5cb791ec8 · outbound

This paper cites B.; and Mordatch, I.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning B.; and Mordatch, I

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.835474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4ac496a-f31b-4bcc-ad85-eb07ed73f593 · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.842850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77bd80e0-4cbc-45d3-a3b3-7d54f48d964d · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:32:59.871137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6991268e-76a7-4a54-bc40-05071165c233 · outbound

This paper cites R.; Rothe, J.; and Schend, L.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning R.; Rothe, J.; and Schend, L

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:32:59.854449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0ecc1c3d-96bc-4085-b230-8138261430f9 · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:32:59.838584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 443aaa7a-2cee-48f4-8c9c-688fcfe8bb62 · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.867753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53972a08-5036-441e-9d1d-2976420c2044 · outbound

This paper cites The Llama 3 Herd of Models.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning The Llama 3 Herd of Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.875892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 763c3249-6643-4372-bf28-9c3898cb47e8 · outbound

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

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.886612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7863293-ba02-409c-9339-08bc8868966e · outbound

This paper cites U.; Qureshi, R.; Shah, A.; Irfan, M.; Zafar, A.; Shaikh, M.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning U.; Qureshi, R.; Shah, A.; Irfan, M.; Zafar, A.; Shaikh, M

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:32:59.823540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 281ccd12-a68a-4d2d-8211-79620c508695 · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:32:59.808803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e1550080-bfdc-4555-a6c5-b93dc4f7ce2d · outbound

This paper cites Measuring Massive Multitask Language Understanding.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Measuring Massive Multitask Language Understanding

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.904561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b85ebc43-5a1d-46df-864c-dd417ced833c · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:32:59.791135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 3a679387-106c-4ae7-8558-c464b96a1b86 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.915052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4a5435f-c4ee-4e0b-bdc2-d566748b9725 · outbound

This paper cites AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning AgentCoder: Multi-Agent-based Code Generation with Iterative Testing and Optimisation

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.919887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cd740c7-0269-45ea-b235-ca11a20b9e2c · outbound

This paper cites Mistral 7B.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Mistral 7B

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.924831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2cef74e-a300-4a94-abee-0e01016a8264 · outbound

This paper cites J.; and Cowlishaw, G.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning J.; and Cowlishaw, G

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:32:59.774729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f6c2e3bc-71d3-43d7-bb9a-5665e325e4bd · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.935947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94ca5084-b41a-4327-95bf-9ad7d6b390ca · outbound

This paper cites More Agents Is All You Need.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning More Agents Is All You Need

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.941235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb2ab7a0-356e-4f6c-bdc3-85fe45f45925 · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.946683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2a89a0e-26a6-46f5-85dc-c62dd8e6985e · outbound

This paper cites Y.; Fu, Y.; Yang, K.; Brahman, F.; Huang, S.; Bhagavatula, C.; Ammanabrolu, P.; Choi, Y.; and Ren, X.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Y.; Fu, Y.; Yang, K.; Brahman, F.; Huang, S.; Bhagavatula, C.; Ammanabrolu, P.; Choi, Y.; and Ren, X

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:32:59.732715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4bebe995-6bd6-4f36-99fd-4b5c55b306f1 · outbound

This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Understanding R1-Zero-Like Training: A Critical Perspective

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.957644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97dfeb63-f74c-469f-89e5-611f8ab69035 · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.962772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 411ce967-eae1-43a7-be27-1de8ca70c8f0 · outbound

This paper cites FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.967560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d2a1f67-d077-4222-850c-b1cdf19b180e · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:32:59.709567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2f280a7b-48a7-44c4-96a4-2cb6410da27d · outbound

This paper cites Small LLMs Are Weak Tool Learners: A Multi-LLM Agent.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Small LLMs Are Weak Tool Learners: A Multi-LLM Agent

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.976535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a970885b-ea49-4af4-8a3a-d4998c5014b6 · outbound

This paper cites Qwen2 Technical Report.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Qwen2 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.983290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e20db998-2a11-438e-a665-45182859f1c6 · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.988001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23139a3e-1c43-4dc6-9a79-8e305a422b3a · outbound

This paper cites Fundamental Limitations of Alignment in Large Language Models.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Fundamental Limitations of Alignment in Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:58.993424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49307b25-df2f-4a4f-bdc4-4df00ee86cba · outbound

This paper cites an unresolved cited work.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:32:59.678822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8784bc97-94c8-4a9b-8e9f-ca944336d9f3 · outbound

This paper cites A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning A Minimalist Approach to LLM Reasoning: from Rejection Sampling to Reinforce

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:59.005705Z

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Unavailable: canonical work link unavailable.

Observation 4e9bae9c-9813-4bc4-b9c6-50d888ed0330 · outbound

This paper cites Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning Towards Reasoning in Large Language Models via Multi-Agent Peer Review Collaboration

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:59.010837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cf35e7b-43c6-4234-985c-423cd733d52d · outbound

This paper cites DAPO: An Open-Source LLM Reinforcement Learning System at Scale.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:59.015985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 801e8cd8-378c-4b5c-bab6-3f31fc1e4e68 · outbound

This paper cites An Electoral Approach to Diversify LLM-based Multi-Agent Collective Decision-Making.

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning An Electoral Approach to Diversify LLM-based Multi-Agent Collective Decision-Making

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T17:32:59.024304Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.