Federation over Text: Insight Sharing for Multi-Agent Reasoning | Paper Citation Record

Observation 7948a510-1077-4081-878c-6223d4f5b7a8 · outbound

This paper cites Answering questions by meta-reasoning over multiple chains of thought.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Answering questions by meta-reasoning over multiple chains of thought

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2b56cd0-542a-408d-9dd6-24d476333e05 · outbound

This paper cites Encouraging divergent thinking in large language models through multi-agent debate.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Encouraging divergent thinking in large language models through multi-agent debate

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43a638cb-fcef-4aa5-a355-ced0b60ac49c · outbound

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

Federation over Text: Insight Sharing for Multi-Agent Reasoning The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d085da78-3cce-42f9-abae-3a83aa09e32f · outbound

This paper cites Agent laboratory: Using LLM agents as research assistants.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Agent laboratory: Using LLM agents as research assistants

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce873c69-fed5-4b22-9166-94c9365efbff · outbound

This paper cites Researchtown: Simulator of human research community.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Researchtown: Simulator of human research community

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd0be47f-78b5-43dd-8212-faed3161088f · outbound

This paper cites Vibe researching as wolf coming: Can AI agents with skills replace or augment social scientists?,.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Vibe researching as wolf coming: Can AI agents with skills replace or augment social scientists?,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6fc546f-0faa-4df5-9269-d2a6b94c116c · outbound

This paper cites A survey of frontiers in LLM reasoning: Inference scaling, learning to reason, and agentic systems, 2025.

Federation over Text: Insight Sharing for Multi-Agent Reasoning A survey of frontiers in LLM reasoning: Inference scaling, learning to reason, and agentic systems, 2025

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c3401e8-6536-4efa-a752-2734fb87e45e · outbound

This paper cites Communication- efficient learning of deep networks from decentralized data.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Communication- efficient learning of deep networks from decentralized data

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aca0be52-b0f9-428c-8f09-b5288db9d625 · outbound

This paper cites Chain of agents: Large language models collaborating on long-context tasks.Advances in Neural Information Processing Systems (NeurIPS), 37:132208–132237, 2024.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Chain of agents: Large language models collaborating on long-context tasks.Advances in Neural Information Processing Systems (NeurIPS), 37:132208–132237, 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0efaeca-4f65-4efc-98f1-d2e5b1589a82 · outbound

This paper cites Multi-Agent Collaboration Mechanisms: A Survey of LLMs.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1df4aaf6-12b4-4240-9df8-3815a198200e · outbound

This paper cites Multi-agent collaboration via evolving orchestration.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Multi-agent collaboration via evolving orchestration

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9218b648-0d54-4365-863c-6ab55ed5f530 · outbound

This paper cites The station: An open-world environment for AI-driven discovery, 2025.

Federation over Text: Insight Sharing for Multi-Agent Reasoning The station: An open-world environment for AI-driven discovery, 2025

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85536a4c-4d1a-4c86-98aa-040c1a61332f · outbound

This paper cites Evoscientist: Towards multi-agent evolving AI scientists for end-to-end scientific discovery, 2026.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Evoscientist: Towards multi-agent evolving AI scientists for end-to-end scientific discovery, 2026

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e2b2e41-6245-4edc-86f9-610437123696 · outbound

This paper cites Shall we team up: Exploring spontaneous cooperation of competing LLM agents.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Shall we team up: Exploring spontaneous cooperation of competing LLM agents

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee89828c-90d2-453f-b6de-2797df88a267 · outbound

This paper cites More agents is all you need.Transactions on Machine Learning Research (TMLR), 2024.

Federation over Text: Insight Sharing for Multi-Agent Reasoning More agents is all you need.Transactions on Machine Learning Research (TMLR), 2024

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 546d9021-10ad-4fe1-9970-01a9205544a6 · outbound

This paper cites Thought communi- cation in multiagent collaboration.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Thought communi- cation in multiagent collaboration

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bfac7e1-3630-4000-a9c0-8ff0428c31c6 · outbound

This paper cites aiXiv: A next-generation open access ecosystem for scientific discovery generated by AI scientists, 2025.

Federation over Text: Insight Sharing for Multi-Agent Reasoning aiXiv: A next-generation open access ecosystem for scientific discovery generated by AI scientists, 2025

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2711391-697a-4b05-98f9-3fecafc71d30 · outbound

This paper cites FedCoT: Communication-Efficient Federated Reasoning Enhancement for Large Language Models.

Federation over Text: Insight Sharing for Multi-Agent Reasoning FedCoT: Communication-Efficient Federated Reasoning Enhancement for Large Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c2040f0-3aa6-4f73-a3a2-0ea3b57124ff · outbound

This paper cites Social Learning: Towards Collaborative Learning with Large Language Models.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Social Learning: Towards Collaborative Learning with Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 066cbbe6-b3ea-40dc-afe6-4908f0f2e877 · outbound

This paper cites Skills (agent skills repository).��, n.d.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Skills (agent skills repository).��, n.d

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3feb16ad-a78a-4b7a-b85e-49644b4a06bf · outbound

This paper cites Claude scientific skills: A comprehensive collection of scientific tools for claude ai.�� , 2026.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Claude scientific skills: A comprehensive collection of scientific tools for claude ai.�� , 2026

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40473fa4-909b-4d95-ab7c-508ea4c63d17 · outbound

This paper cites Expel: Llm agents are experiential learners.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Expel: Llm agents are experiential learners

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a098d4cd-e8b7-4beb-b061-c7a998d686f6 · outbound

This paper cites Metacognitive reuse: Turning recurring LLM reasoning into concise behaviors, 2025.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Metacognitive reuse: Turning recurring LLM reasoning into concise behaviors, 2025

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f697407-65d0-494d-9899-16d9f5f30772 · outbound

This paper cites Test-time recursive thinking: Self-improvement without external feedback, 2026.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Test-time recursive thinking: Self-improvement without external feedback, 2026

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db33f1e5-519e-461f-8b99-48cbdc17e44b · outbound

This paper cites Hyperagents, 2026.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Hyperagents, 2026

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3862bdb4-b4dd-402c-8c5e-8084a04a4f4f · outbound

This paper cites Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25610a04-6bbc-4858-8aef-4a6a89631d86 · outbound

This paper cites G ¨odel agent: A self-referential agent framework for recursively self-improvement.

Federation over Text: Insight Sharing for Multi-Agent Reasoning G ¨odel agent: A self-referential agent framework for recursively self-improvement

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5411ca89-695e-490c-b65d-308c5d21e707 · outbound

This paper cites Evolving prompts in-context: An open-ended, self-replicating perspective.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Evolving prompts in-context: An open-ended, self-replicating perspective

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ed1de71-8ce1-4570-bb4f-0b5300aafa48 · outbound

This paper cites Self-adapting language models.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Self-adapting language models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f57f74c4-a00c-45fa-bae3-a8969c32bedd · outbound

This paper cites Meta context engineering via agentic skill evolution, 2026.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Meta context engineering via agentic skill evolution, 2026

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbc4b7b1-9f5d-4b2e-82cd-6a0c8cadfffe · outbound

This paper cites Reasoning pattern alignment merging for adaptive reasoning, 2026.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Reasoning pattern alignment merging for adaptive reasoning, 2026

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a738e24-eae3-4179-ba80-e0f3af165756 · outbound

This paper cites OpenClaw-RL: Train Any Agent Simply by Talking.

Federation over Text: Insight Sharing for Multi-Agent Reasoning OpenClaw-RL: Train Any Agent Simply by Talking

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76313d47-38c4-4688-8762-f5e3a3ac60a3 · outbound

This paper cites From sparse to dense: Gpt-4 summarization with chain of density prompting.

Federation over Text: Insight Sharing for Multi-Agent Reasoning From sparse to dense: Gpt-4 summarization with chain of density prompting

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4e018c9-2428-4615-afa7-e7b273f01189 · outbound

This paper cites Claude cookbooks: Examples and guides for building with claude.�� , 2024.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Claude cookbooks: Examples and guides for building with claude.�� , 2024

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e76abf0d-6d62-4b2c-ae14-c695454c28d2 · outbound

This paper cites American invitational mathematics examination (AIME) 2024, 2024.

Federation over Text: Insight Sharing for Multi-Agent Reasoning American invitational mathematics examination (AIME) 2024, 2024

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e5fa409-4240-4df2-9e0c-9bdcd380c01c · outbound

This paper cites American invitational mathematics examination (AIME) 2025, 2025.

Federation over Text: Insight Sharing for Multi-Agent Reasoning American invitational mathematics examination (AIME) 2025, 2025

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7e90ce4-d8d0-4230-a4bf-aa48156ef714 · outbound

This paper cites Are your LLMs capable of stable reasoning? InFindings of the Association for Compu- tational Linguistics: ACL 2025, pages 17594–17632, 2025.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Are your LLMs capable of stable reasoning? InFindings of the Association for Compu- tational Linguistics: ACL 2025, pages 17594–17632, 2025

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26a5fe1e-d597-4c34-81fd-a848d22ea0a5 · outbound

This paper cites Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Can Aha Moments Be Fake? Towards Quantifying Decorative and True Thinking in Chain-of-Thought

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee673370-8eeb-4319-8246-6ae44656f9ef · outbound

This paper cites GPQA: A graduate-level google-proof q&a benchmark.

Federation over Text: Insight Sharing for Multi-Agent Reasoning GPQA: A graduate-level google-proof q&a benchmark

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0948f089-8f74-46e0-a2f6-ee94510441cf · outbound

This paper cites Livecodebench: Holistic and contamination free evaluation of large language models for code.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Livecodebench: Holistic and contamination free evaluation of large language models for code

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3be499db-7d7f-43e6-b15a-63a20a079131 · outbound

This paper cites Humanity's Last Exam.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Humanity's Last Exam

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 448c8e91-b7f0-47d6-9420-3a32826a02a7 · outbound

This paper cites Openclaw: Your personal open-source AI assistant.�� , 2025.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Openclaw: Your personal open-source AI assistant.�� , 2025

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a878c814-0369-41fa-8fbd-e765ce90fa40 · outbound

This paper cites Pinchbench: Benchmarking LLM agents on real-world tasks, 2026.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Pinchbench: Benchmarking LLM agents on real-world tasks, 2026

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11252fc8-c66f-4500-96b3-ed46b2632100 · outbound

This paper cites Codescientist: End-to-end semi-automated scientific discovery with code-based experimentation.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Codescientist: End-to-end semi-automated scientific discovery with code-based experimentation

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45a44df4-4843-470e-a09a-ab963f5cbd6c · outbound

This paper cites Deepscientist: Advanc- ing frontier-pushing scientific findings progressively, 2025.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Deepscientist: Advanc- ing frontier-pushing scientific findings progressively, 2025

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2be57b52-888f-47c9-9e19-17c127532027 · outbound

This paper cites Aris: Fully autonomous research via adversarial multi-agent collabo- ration.��, 2026.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Aris: Fully autonomous research via adversarial multi-agent collabo- ration.��, 2026

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed326102-92bc-4b3a-b013-c3e7785ac9e8 · outbound

This paper cites an unresolved cited work.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5dcbd75-76c5-4491-b13f-623c590d35e2 · outbound

This paper cites Retrieval-augmented generation for knowledge- intensive NLP tasks.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Retrieval-augmented generation for knowledge- intensive NLP tasks

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9628722c-a503-4760-846e-2351c645dee0 · outbound

This paper cites Weak-to-strong generalization: Eliciting strong capa- bilities with weak supervision.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Weak-to-strong generalization: Eliciting strong capa- bilities with weak supervision

Reference 49

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ce2e24f-1cf2-437b-925c-995f9fcbea2d · outbound

This paper cites Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Claw-Eval: Towards Trustworthy Evaluation of Autonomous Agents

Reference 50

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4faa7b6-95f0-4681-94b7-4a6f3f582193 · outbound

This paper cites Prompt Stealing Attacks Against Large Language Models.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Prompt Stealing Attacks Against Large Language Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ba2636d-f494-4d3e-9a38-c733194b16b2 · outbound

This paper cites Lost in the middle: How language models use long contexts.Transactions of the Association for Computational Linguistics (TACL), 12:157–173, 2024.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Lost in the middle: How language models use long contexts.Transactions of the Association for Computational Linguistics (TACL), 12:157–173, 2024

Reference 52

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc7b679e-0c74-4903-ba8c-9ff2cfef49eb · outbound

This paper cites Meta-Harness: End-to-End Optimization of Model Harnesses.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Meta-Harness: End-to-End Optimization of Model Harnesses

Reference 53

Resolution: unresolved; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e99f130-2066-4261-9b2d-3122b79319aa · outbound

This paper cites Include One.

Federation over Text: Insight Sharing for Multi-Agent Reasoning Include One

Reference 54

Resolution: malformed identifier; no resolver link, observed 2026-07-12T19:16:10.884254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers