Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:54:45.473906Z
Paper Citation Record · LEDGER
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems
As of 7 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 6 inbound Pith citation observations for arXiv:2505.23352.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T22:07:42.187727Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T03:16:33.957177Z
Reference resolution
37 of 37 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved37
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation da6b62bb-07b7-4994-97f0-38bff388eb7f · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:42.644813Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 215884e0-cd54-4088-8361-ca834667bbbc · outbound
This paper cites Evaluating Large Language Models Trained on Code.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Evaluating Large Language Models Trained on Code
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:42.698490Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7dd35c5f-17b3-4557-8b6f-46a3bc817975 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Training Verifiers to Solve Math Word Problems
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:42.766807Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7957f588-20a6-452c-a1aa-0612969c99da · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:42.820176Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e957db7-a233-4640-a2cb-07c741f16f15 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:48.604169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 188f2876-f49d-4489-ae70-af15d374f1a8 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 6
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:48.398787Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 11af134b-d3e0-446a-8321-f4d0ab7d7c13 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:43.055410Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6aa91158-e363-44bd-9de6-341a04b78bf7 · outbound
This paper cites AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:43.130407Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 805a47fb-bb85-4dc3-99c9-b40e3b705656 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:48.212346Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ff359609-3863-47f7-9fbd-646c9822bdd7 · outbound
This paper cites Self-Organized Agents: A LLM Multi-Agent Framework toward Ultra Large-Scale Code Generation and Optimization.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Self-Organized Agents: A LLM Multi-Agent Framework toward Ultra Large-Scale Code Generation and Optimization
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:43.265353Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a877f79a-88b5-4e4a-8c36-64efd89f8a34 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:43.386077Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e758cced-1ce7-4541-a4fb-a033c74fadfb · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:48.048121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5a24c917-9515-4e35-989c-0ae75f212d45 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:43.526476Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7760e2e1-f796-406b-9c44-9ceba738685f · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:47.858894Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 38078362-f245-49b5-bc32-3e4c927cfc6f · outbound
This paper cites Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Advances and Challenges in Foundation Agents: From Brain-Inspired Intelligence to Evolutionary, Collaborative, and Safe Systems
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:43.693784Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bf65ec6-67a4-451c-8656-8fb8dc8d4dfb · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:47.638535Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b1818275-74a8-4794-950d-f2ce67f2ca66 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:47.506328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c724ab4c-9272-43a9-8d20-57582064fa56 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:43.905373Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4493056c-b78b-4a6c-8afb-f4512db5309d · outbound
This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:43.981465Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 823e4434-61fe-48f8-baac-23ef65b5d09e · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:44.085125Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a5a7f86-f436-4ac1-a13d-f6510166af57 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:47.302064Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7429ad47-cc34-4fe8-9a32-20843b0ee535 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:47.112469Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cb4c3f57-f0ce-48fb-9fd5-57e8b935206e · outbound
This paper cites AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:44.320904Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f64f3b6-871f-4377-a13c-b6eb08c4c416 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:44.372030Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fc086a2-411a-4020-8d44-78c1fcf22dfa · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:44.461058Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18b05fd6-5626-45eb-b1e2-dd78550e4b6f · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:46.971490Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 029b0ccf-88ab-44a2-8bfb-00c7a26fefb9 · outbound
This paper cites A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:44.625848Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 740e71fd-f9d2-406e-beda-f9de7036795c · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:46.727678Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0a9f2fd6-2b70-4489-94ca-848d50849252 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:46.553531Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 485d49fc-6dac-4349-bd32-f98e4866b58c · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:46.417159Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 788a4a90-8267-459e-8bb2-4ab9e64df4b2 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:46.252059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a66bf73c-4138-4064-ba00-30373ca50f01 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:46.003568Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8b53a6e4-1d92-438a-ba3a-6a9c4343caa2 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T12:54:45.873216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 79c0ac24-5965-48aa-8101-2c8883fe130d · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:45.218643Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55976ec4-11aa-418d-93af-263ba6d8ac05 · outbound
This paper cites an unresolved cited work.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems Unresolved cited work
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:45.292758Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea10a819-00b8-444f-b607-1ad01eb35bd4 · outbound
This paper cites online" 'onlinestring :=.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems online" 'onlinestring :=
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:45.403585Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcd438a8-c49a-43cd-8359-496d821743aa · outbound
This paper cites write newline.
Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems write newline
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:54:45.473906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 639e54c9-fe7f-47a7-8595-1bb10dbf1407 · inbound
BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks cites this paper.
BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T23:41:54.605140Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1b623f90-3577-4972-af8a-0164ee945a41 · inbound
Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey cites this paper.
Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems
Reference 68
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T15:26:33.581346Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa0ef27f-a067-4439-a3b1-a4b9295f979a · inbound
The Social Cost of Intelligence: Emergence, Propagation, and Amplification of Stereotypical Bias in Multi-Agent Systems cites this paper.
The Social Cost of Intelligence: Emergence, Propagation, and Amplification of Stereotypical Bias in Multi-Agent Systems Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T10:16:03.540630Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef5041cc-d6fd-415a-ae82-61a1c8e9349e · inbound
Uncertainty Propagation in LLM-Based Systems cites this paper.
Uncertainty Propagation in LLM-Based Systems Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems
Reference 94
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T21:16:21.829858Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 72efd47c-b386-4d68-94fd-01468e5c6301 · inbound
StepFinder: A Temporal Semantic Framework for Failure Attribution in Multi-Agent Systems cites this paper.
StepFinder: A Temporal Semantic Framework for Failure Attribution in Multi-Agent Systems Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems
Reference 34
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T03:16:33.959085Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4ca546f7-74d5-4c37-a494-20a62dcb1c0f · inbound
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity cites this paper.
Attacking and Defending Multi-Agent Collaborative Filtering Systems Through Connectivity Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T22:07:42.187727Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.