Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-27T06:45:08.810356Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2606.13003.
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 2026-06-27T06:45:08.810356Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-08T23:51:52.094508Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-08T23:55:43.096950Z
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1a7f5243-9f74-438e-a43b-19deefe65aa7 · outbound
The Illusion of Multi-Agent Advantage How we built our multi-agent research system
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f4da803-5797-4790-9531-2dfbdadb212e · outbound
The Illusion of Multi-Agent Advantage Building multi-agent systems: When and how to use them
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 116d58a1-32c9-4aa4-88ff-7de31f815113 · outbound
The Illusion of Multi-Agent Advantage Claude code agent teams
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03dc1061-3ff7-4cf5-bf28-337d5c8d1ec0 · outbound
The Illusion of Multi-Agent Advantage yfinance: Yahoo! finance market data downloader
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69e66fb8-2cef-4070-bcdb-4cc8e6da746d · outbound
The Illusion of Multi-Agent Advantage Pan, Shuyi Yang, Lakshya A
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 302fa3e6-837f-463e-a646-686ab06c8873 · outbound
The Illusion of Multi-Agent Advantage AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 495c2c5a-bb17-4243-872f-28ea7fc29cb6 · outbound
The Illusion of Multi-Agent Advantage BrowseComp-Plus: A More Fair and Transparent Evaluation Benchmark of Deep-Research Agent
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b67dc9b6-a036-444e-b4a2-428a05f1cff1 · outbound
The Illusion of Multi-Agent Advantage Training Verifiers to Solve Math Word Problems
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation eeacabb7-3d52-46d2-9774-4d6752eedd9b · outbound
The Illusion of Multi-Agent Advantage Learning to Communicate with Deep Multi-Agent Reinforcement Learning
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation a168756d-e091-4165-b264-af4106e7871b · outbound
The Illusion of Multi-Agent Advantage Single-agent or Multi-agent Systems? Why Not Both?
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation c39fdd1d-5b47-491b-a0fd-d3cac94cd008 · outbound
The Illusion of Multi-Agent Advantage Measuring Mathematical Problem Solving With the MATH Dataset
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7643f279-de4c-41e2-a244-a97c2de0b1d9 · outbound
The Illusion of Multi-Agent Advantage Unresolved cited work
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3bb9fa8-87a6-430c-b44d-2f9bc2f083c8 · outbound
The Illusion of Multi-Agent Advantage Automated Design of Agentic Systems
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 8245f366-7762-4d66-993a-156ce2df4082 · outbound
The Illusion of Multi-Agent Advantage Automated design of agentic systems
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bddc9151-823d-4b23-94a0-9142710ce220 · outbound
The Illusion of Multi-Agent Advantage Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik R
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edf7998c-f27a-476e-8d03-5a669c05f791 · outbound
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation f4a98a07-3320-418e-bbf3-3cb8191a0c9f · outbound
The Illusion of Multi-Agent Advantage A survey of frontiers in llm reasoning: Inference scaling, learning to reason, and agentic systems.TMLR, 2025
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50ee2848-2346-4639-b754-9255aa78e714 · outbound
The Illusion of Multi-Agent Advantage Mas-orchestra: Understanding and improving multi-agent reasoning through holistic orchestration and controlled benchmarks
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a47267ad-7baf-41ee-9262-b2b620558361 · outbound
The Illusion of Multi-Agent Advantage MAS- ZERO: Designing multi-agent systems with zero supervision.SEA@NeurIPS, 2025
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04599a81-2b55-4184-9b5c-3dc6996a9e1c · outbound
The Illusion of Multi-Agent Advantage Towards a Science of Scaling Agent Systems
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 86b7bb33-e4d0-4015-a795-92f0adbb333c · outbound
The Illusion of Multi-Agent Advantage More agents is all you need
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17302f7c-20f3-4d03-bd83-f0d0bf40a10c · outbound
The Illusion of Multi-Agent Advantage A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 24434d92-b88f-4e34-8e71-4fa9a93ad2da · outbound
The Illusion of Multi-Agent Advantage Self-refine: Iterative refinement with self-feedback.Advances in Neural Information Processing Systems, 36, 2024
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7edd59a0-192b-46f5-bc20-67c43ff9fa9a · outbound
The Illusion of Multi-Agent Advantage Self-refine: Iterative refinement with self-feedback
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 099bc6eb-dc45-41ba-9a4b-6df5034f21bc · outbound
The Illusion of Multi-Agent Advantage Mirofish: A simple and universal swarm intelligence engine
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1765f0a8-9995-40b4-832e-0ffa92b60c23 · outbound
The Illusion of Multi-Agent Advantage Openclaw agents: A multi-agent configuration kit for openclaw
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fcd2d1f-99a1-4d7d-ad9a-e32d54fa4ebb · outbound
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 4f99bd71-8744-4a94-87cb-b416416fe120 · outbound
The Illusion of Multi-Agent Advantage Unresolved cited work
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e4fc767-9c20-4f09-84af-9987aebc80f9 · outbound
The Illusion of Multi-Agent Advantage Toolorchestra: Elevating intelligence via efficient model and tool orchestration, 2025
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cc823ac6-aa7b-4c74-9709-85685276b016 · outbound
The Illusion of Multi-Agent Advantage Single-agent llms outperform multi-agent systems on multi-hop reasoning under equal thinking token budgets, 2026
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43bfd8b2-e6ba-44c4-b61d-ce5e735b40c3 · outbound
The Illusion of Multi-Agent Advantage Mas-prove: Understanding the process verification of multi-agent systems.ICML, 2026
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82b81011-47c9-4a56-bedc-7907049de6d2 · outbound
The Illusion of Multi-Agent Advantage Mixture-of-Agents Enhances Large Language Model Capabilities
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 7da2ff78-b3f5-4557-adf3-7b1900d50548 · outbound
The Illusion of Multi-Agent Advantage Unresolved cited work
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12a07a85-c452-4aa2-812a-628a40ee11d5 · outbound
The Illusion of Multi-Agent Advantage Chi, Sharan Narang, Aakanksha Chowdhery, and Denny Zhou
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcb05742-08a9-46de-b411-402eaad98c15 · outbound
The Illusion of Multi-Agent Advantage Chain-of-thought prompting elicits reasoning in large language models
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5ad5ce5-404c-4b39-b4ae-8c43f8c13c7e · outbound
The Illusion of Multi-Agent Advantage Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, and Yuan Cao
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1f219e52-7c8b-43f9-9574-0f4c2d6097b7 · outbound
The Illusion of Multi-Agent Advantage The Rise and Potential of Large Language Model Based Agents: A Survey
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation b6250128-0533-4326-b9d2-56f1afca7906 · outbound
The Illusion of Multi-Agent Advantage React: Synergizing reasoning and acting in language models
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation baee18fc-aecb-4459-92ae-266eb1b7d022 · outbound
The Illusion of Multi-Agent Advantage Multi-agent Architecture Search via Agentic Supernet
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 3cbff2e1-46bc-454c-939f-b15e09cdcd57 · outbound
The Illusion of Multi-Agent Advantage Multi-agent architecture search via agentic supernet, 2025
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f0c0baab-d1e2-49a3-bbe6-bba699df345b · outbound
The Illusion of Multi-Agent Advantage AFlow: Automating agentic workflow generation, 2025
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d72ced5a-e759-47c3-975a-0fc9f1223bca · outbound
The Illusion of Multi-Agent Advantage MetaAgent: Automatically Constructing Multi-Agent Systems Based on Finite State Machines
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 1dd56a86-59ab-4aff-bd06-4145e93c6f5f · outbound
The Illusion of Multi-Agent Advantage arXiv preprint arXiv:2502.02533 , year=
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.
Observation 9b7f2e7b-06b0-4ae3-a973-458c677e928c · outbound
The Illusion of Multi-Agent Advantage Assistant
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8fe2fd7d-2a9d-4e0c-abb6-6e5199d42e66 · outbound
The Illusion of Multi-Agent Advantage Unresolved cited work
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ac8e0c5-72c4-4534-ace0-175598dafe92 · outbound
The Illusion of Multi-Agent Advantage Needle-in-a-Haystack
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 420ebe1a-bd79-49e7-8543-dada20d7248b · outbound
The Illusion of Multi-Agent Advantage Each investor receives D completed buy–sell pairs drawn from distinct stocks, plus one open position (the target stock) shared across all investors
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05ffff72-3d44-494b-9ba6-6221a540a9fb · outbound
The Illusion of Multi-Agent Advantage Unresolved cited work
Reference 49
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Unavailable: canonical work link unavailable.
Observation 18cca0fa-6cd0-4af5-903e-2e93e54ddac4 · outbound
The Illusion of Multi-Agent Advantage Samples with no valid qualifying dates are retried with a new seed
Reference 50
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Unavailable: canonical work link unavailable.
Observation 00230e6e-de34-4259-b2c5-714b0051d78c · outbound
The Illusion of Multi-Agent Advantage This agent produces a structured JSON schema that drives the downstream orchestration, but performs no numerical reasoning itself
Reference 51
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Unavailable: canonical work link unavailable.
Observation 8d975b7e-a6e2-4a3c-a728-bb809b2bb0cf · outbound
The Illusion of Multi-Agent Advantage It is prompted to locate specific transaction dates and prices as needed, effectively acting as a high-precision filter
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 551597b8-c42a-4264-aad2-20d8817ee921 · outbound
The Illusion of Multi-Agent Advantage optimized
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c628cade-d9db-4a22-96a1-bc1a4ebe109c · outbound
The Illusion of Multi-Agent Advantage Unresolved cited work
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab7d1e89-0edf-4b52-8abd-cf0ed9f68af8 · outbound
The Illusion of Multi-Agent Advantage Unresolved cited work
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5be3a17-98bd-4291-88da-4527a356cd00 · outbound
The Illusion of Multi-Agent Advantage expensive witnesses
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf3bd7f0-ed06-4228-9bb7-91a0962e0cbf · inbound
Onnes: A Physics-Grounded Multi-Agent LLM Simulator for Cryogenic Fault Diagnosis in Quantum Computing Infrastructure The Illusion of Multi-Agent Advantage
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.