Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:18:08.604531Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 10 inbound Pith citation observations for arXiv:2507.08616.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:18:08.604531Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T11:01:43.586924Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
59 of 59 outbound references displayed
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation 6dedb76a-69fc-4955-814c-be6822890594 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b106291b-f6ad-40ee-a1fe-bf85828aa58c · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8c2231e9-a340-4301-b270-b018a10d804c · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs The claude 3 model family: Opus, sonnet, haiku
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 576820dd-cc3c-4bb3-b706-e36557c81848 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs and Albert, R
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 63b36298-2022-46c9-9774-bcd30052929c · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8d11dc93-483e-4272-a519-77427af91980 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f2a8aa8f-a25d-41ae-95ff-765f9f8cb657 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Multi-Agent Consensus Seeking via Large Language Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59c22bb9-b22b-49e8-9636-a0340c93c4da · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 8
Source-reported events for the cited work
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Observation b9dd1cf6-5950-4781-a517-d2071e6751be · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d66679cc-3573-472a-add9-088a9999a667 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46c053ec-c3b7-4899-9cf8-2e140e763235 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 11
Source-reported events for the cited work
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Observation bb4b0880-1f51-4669-8c1d-23c6062b0b26 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 60cc5517-9ab2-450a-ab9a-dc88b51ec455 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs B., and Mordatch, I
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9937b60a-7988-43bc-96ce-bb0bed15ca47 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d61f3533-35e6-4e1b-b752-2ce44fed0070 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 15
Source-reported events for the cited work
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Observation a16c4ed2-8e7e-4bec-aa42-d4421015a203 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs J., Lynch, N
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d6909d8e-1ca2-4b53-8ff8-fb84b7917351 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Gemini 2.0: A new ai model for the agentic era
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 3611beee-cf3c-4f95-97c3-564f934d919d · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Developers can now start building with gemini 2.5 flash
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation bf732543-2e82-4501-bb3d-a71af79c0504 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Gemini 2.5: Our newest gemini model with thinking
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 43a1b066-73ab-4f96-867f-46cf748eff7e · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 20
Source-reported events for the cited work
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Observation bf863ba4-56e5-4ae2-a60f-3f8a90b6de62 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 21
Source-reported events for the cited work
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Observation d4b96117-524f-4417-a0eb-b1db4399816a · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 22
Source-reported events for the cited work
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Observation 0f788973-ba58-4af5-93cb-620792429627 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs and Wattenhofer, R
Reference 23
Source-reported events for the cited work
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Observation bf48e606-fda3-450e-8085-5b5c80d1cd32 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 24
Source-reported events for the cited work
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Observation 295df496-f98a-4aa3-b75e-7fd8d25993ba · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 25
Source-reported events for the cited work
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Observation 79963270-368a-4aef-8ee4-a1a535c4036d · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation fca89ba3-9805-48f2-8624-5a4f86d65d57 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 522e21e1-c289-4afa-af02-144389ad8547 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7ebd8054-e1dd-47bd-bb31-e9ca800d3257 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs A Scalable Communication Protocol for Networks of Large Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5b68dd5-835d-4fed-9992-eba37cae2394 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs The llama 4 herd: The beginning of a new era of natively multimodal ai innovation
Reference 30
Source-reported events for the cited work
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Observation 7edcb6c5-73bc-46d7-9a64-1941d5bb3b59 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation abf58ed5-074e-4982-80b2-f2b835e07ca6 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Adding Error Bars to Evals: A Statistical Approach to Language Model Evaluations
Reference 32
Source-reported events for the cited work
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Observation 78ba72f9-714a-4895-b976-a069e94bd712 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 33
Source-reported events for the cited work
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Observation ddd5deb4-3ed1-4650-bf80-8f2210a9b857 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Introducing gpt-4.1 in the api
Reference 34
Source-reported events for the cited work
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Observation c2c9acfb-4dfd-4253-a138-4e986f6f61c0 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Introducing openai o3 and o4-mini
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 05d70c88-ba73-4c4b-b954-80f403dfee9b · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs S., O’Brien, J., Cai, C
Reference 36
Source-reported events for the cited work
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Observation 58baac4e-c75d-4f20-9418-55a1b944e778 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 37
Source-reported events for the cited work
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Observation 35cf925a-c8d6-4eaa-9137-6e478b0d1268 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Scaling Large Language Model-based Multi-Agent Collaboration
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1cd6902-f2c2-4c74-8e7c-6db0036d87b7 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 39
Source-reported events for the cited work
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Observation a72c1a13-5e34-43ee-a51e-bdcd541de3f7 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 40
Source-reported events for the cited work
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Observation 10448bc0-d0b5-4fa9-8660-bdc8f302ce0a · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 41
Source-reported events for the cited work
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Observation cae9f208-0444-4b66-9e91-f63a3a45db23 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 42
Source-reported events for the cited work
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Observation b313e879-df38-427d-9444-14d9f9ca7be5 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 43
Source-reported events for the cited work
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Observation ec153a37-f44d-4adf-8e90-51ec6b7eb6b3 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 44
Source-reported events for the cited work
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Observation 406685e1-7fbb-444e-bd21-d91013829770 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 45
Source-reported events for the cited work
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Observation 835fa6d6-fe91-4e42-adc2-c8af58b2e1a5 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a5b252f0-42d4-4a75-b78b-89e7453133f9 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94f6ec72-1b7e-4cd6-a148-3b2d298c72fb · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation cdf353b2-f452-4498-a2b5-e13d90b2dabd · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac6bdd1f-b31e-4c78-9b65-aadd77e74845 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b373b4f-9699-47a5-a8e6-ca7ae7f109ad · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 21698040-c797-4274-9bb6-73ee9e8b277b · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs R., Csordás, R., Gopalakrishnan, A., Hamdi, A., Hammoud, H
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation de8e6336-f8df-4f26-bfb0-9220deb31e26 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6ff09457-c993-4366-a189-83ec637d7ed3 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Everybody has a unique name
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 83a36677-d02a-4cd8-8fd4-f01314c92cea · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs You cannot see or directly communicate with anyone else, unless information is relayed by intermediate agents
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ce0eebb7-2ae2-47d3-8820-50a2f3f4bd21 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs In each round, you will first receive the last messages sent by your neighbors and then be asked to generate your response messages which your neighbors receive in the next round
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 11a368cd-3cde-492c-9ae2-f0fdf7510c98 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs In every round, think step-by-step about the next set of messages you want to send
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 17ceea6b-f7bb-4ff0-820d-71ab5903696d · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Alan": "Message that will be sent to Alan
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0d42c81b-00c0-4cde-bf24-0c1715e7bdd3 · outbound
AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs priority
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 99704616-7985-4233-ae7e-7857246c1fd3 · inbound
Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd3b0488-f8be-459d-aa32-c5ad26fe95e1 · inbound
Verify Before You Commit: Towards Faithful Reasoning in LLM Agents via Self-Auditing AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d5a3844d-b417-4a6c-a3e1-818ec18d3911 · inbound
AgentCollabBench: Diagnosing When Good Agents Make Bad Collaborators AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation af1b2c2b-5d08-449b-96af-ad0ce68993ad · inbound
When Does Hierarchy Help? Benchmarking Agent Coordination in Event-Driven Industrial Scheduling AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7fea0335-8c3f-4c5b-a5e3-6f1af02faf90 · inbound
Benchmarking Open-Ended Multi-Agent Coordination in Language Agents AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e8f75578-d515-4b29-813d-e1a4899a97b7 · inbound
Afrispeech Semantics: Evaluating Audio Semantic Reasoning in Spoken Language Models Across Domains and Accents AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Reference 216
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation abf17e72-8d93-4a7e-8a0a-92df7ae28474 · inbound
Social Networks of LLM Agents AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af544d41-99f4-4a46-8909-b84af8e208b0 · inbound
Collective Cognition in Hybrid Groups: A Network Science Synthesis AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8cf786e-42a9-4724-accb-01deb33cc75d · inbound
Toward an Organizational Science of Multi-Agent LLM Systems: Decoupling Who, How, and Which Algorithm AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d37e5612-a3f5-4682-8de1-ee9417d70ea3 · inbound
An Empirical Study of Coordination Mode as the First-Class Citizen in From-Scratch Multi-Agent Coding AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs
Reference 2025
Source-reported events for the cited work
Unavailable: canonical work link unavailable.