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Paper Citation Record · LEDGER

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs

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.

pith.paper-citation-record.v1
2507.08616 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:18:08.604531Z

measured 69 of 69 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T11:01:43.586924Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

59 of 59 outbound references displayed

  • verified exact0
  • verified fuzzy19
  • unresolved40
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 6dedb76a-69fc-4955-814c-be6822890594 · outbound

This paper cites LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:02.955739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:02.955739Z digest=sha256:04f187392e854ab1798396c4cc5aac70357bedff2c2fd75222a9a54cf1610036

Observation b106291b-f6ad-40ee-a1fe-bf85828aa58c · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:17.154033Z

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.

source=pdf_text observed=2026-08-06T18:18:03.033423Z digest=sha256:83a847e6d28506ad951b8cdb7d2ef6d3466e342409c689d7a49ee69a75499e55

Observation 8c2231e9-a340-4301-b270-b018a10d804c · outbound

This paper cites The claude 3 model family: Opus, sonnet, haiku.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs The claude 3 model family: Opus, sonnet, haiku

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:16.947241Z

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.

source=pdf_text observed=2026-08-06T18:18:03.123704Z digest=sha256:dd71bf8a76c4e5938ab4f27a4425adf6f6681902991ebdce401c92c86da63c37

Observation 576820dd-cc3c-4bb3-b706-e36557c81848 · outbound

This paper cites and Albert, R.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs and Albert, R

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:16.788927Z

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.

source=pdf_text observed=2026-08-06T18:18:03.244523Z digest=sha256:11a1bbb2329c4b488f84420da0a5ba4fa4f1b0478d4900aa930fe0e1add9d1cb

Observation 63b36298-2022-46c9-9774-bcd30052929c · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:16.614939Z

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.

source=pdf_text observed=2026-08-06T18:18:03.340568Z digest=sha256:a8f0cc9e72220d4fe222f94103eff91f2bc3e3a787310eff2a2eef1f7c834b8c

Observation 8d11dc93-483e-4272-a519-77427af91980 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:16.396715Z

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.

source=pdf_text observed=2026-08-06T18:18:03.422620Z digest=sha256:01443ee31065d324fbe8861bd9eab2109801c02d8560af63ee2ad7dfedb25f78

Observation f2a8aa8f-a25d-41ae-95ff-765f9f8cb657 · outbound

This paper cites Multi-Agent Consensus Seeking via Large Language Models.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Multi-Agent Consensus Seeking via Large Language Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:03.510063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:03.510063Z digest=sha256:ee401c04c70e94fee6323aa5fbb4fcd11636b3391dea9a2c8a6dd4ab7765cb94

Observation 59c22bb9-b22b-49e8-9636-a0340c93c4da · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:16.204587Z

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.

source=pdf_text observed=2026-08-06T18:18:03.611327Z digest=sha256:90d034efc3399df78a8bd41bbc196d5ae559f700b2e4664193b15cec7db45fa5

Observation b9dd1cf6-5950-4781-a517-d2071e6751be · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:16.042738Z

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.

source=pdf_text observed=2026-08-06T18:18:03.680525Z digest=sha256:d834e2e450f900d5315da835cfd98290e0bcb0d773293606ad7d2905a33d5f69

Observation d66679cc-3573-472a-add9-088a9999a667 · outbound

This paper cites Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:03.791989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:03.791989Z digest=sha256:001b93d7db7a7b841ba739ea25d8ab2f3cc7dd995b8a550a0c9f01538334e19d

Observation 46c053ec-c3b7-4899-9cf8-2e140e763235 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:15.890587Z

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.

source=pdf_text observed=2026-08-06T18:18:03.947500Z digest=sha256:a9f5ed02cc2f568e777cc6df9e8a9fc185144b214703c26f1e758817e731d274

Observation bb4b0880-1f51-4669-8c1d-23c6062b0b26 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:15.719825Z

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.

source=pdf_text observed=2026-08-06T18:18:04.104803Z digest=sha256:e205613459e2c6c42ae7755c54ca951f2092aa37060ef13e4c6974fa7fd2d672

Observation 60cc5517-9ab2-450a-ab9a-dc88b51ec455 · outbound

This paper cites B., and Mordatch, I.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs B., and Mordatch, I

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:15.577965Z

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.

source=pdf_text observed=2026-08-06T18:18:04.219526Z digest=sha256:6e8a93f78991041256ef5281c3c4c7449ba5d19aa2f1a911b582a9c51e57ccb5

Observation 9937b60a-7988-43bc-96ce-bb0bed15ca47 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:15.446381Z

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.

source=pdf_text observed=2026-08-06T18:18:04.351017Z digest=sha256:bb06075f58fd10dd3e8f9f72798a38b64c8ad1b1f029759f039cc298a0a12cec

Observation d61f3533-35e6-4e1b-b752-2ce44fed0070 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:15.293485Z

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.

source=pdf_text observed=2026-08-06T18:18:04.459543Z digest=sha256:1c47217bc0998888cb27e701c92dffd7b2ba70b1d8b90f26bdf836d700f01824

Observation a16c4ed2-8e7e-4bec-aa42-d4421015a203 · outbound

This paper cites J., Lynch, N.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs J., Lynch, N

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:15.172925Z

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.

source=pdf_text observed=2026-08-06T18:18:04.561618Z digest=sha256:ab56bb7dfcd7c05e7fa9505314d28d1c94a2bdb65ffc55cc456fdc59b924f25b

Observation d6909d8e-1ca2-4b53-8ff8-fb84b7917351 · outbound

This paper cites Gemini 2.0: A new ai model for the agentic era.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Gemini 2.0: A new ai model for the agentic era

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:15.003125Z

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.

source=pdf_text observed=2026-08-06T18:18:04.671074Z digest=sha256:bcbd6e295e18e28daf26d0ae47f505983c7d7d8c72889949be86a5f17d4c0c27

Observation 3611beee-cf3c-4f95-97c3-564f934d919d · outbound

This paper cites Developers can now start building with gemini 2.5 flash.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Developers can now start building with gemini 2.5 flash

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:14.937684Z

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.

source=pdf_text observed=2026-08-06T18:18:04.753829Z digest=sha256:e031da5434f14885eebb6932efdcd770faa7239d66dc0baa05c79ca5890aa70c

Observation bf732543-2e82-4501-bb3d-a71af79c0504 · outbound

This paper cites Gemini 2.5: Our newest gemini model with thinking.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Gemini 2.5: Our newest gemini model with thinking

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:14.821122Z

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.

source=pdf_text observed=2026-08-06T18:18:04.823665Z digest=sha256:e75d42c7b9252ca604d067fd6205966dc8114337754d1fde251972b1c19e0525

Observation 43a1b066-73ab-4f96-867f-46cf748eff7e · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:14.583219Z

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.

source=pdf_text observed=2026-08-06T18:18:04.906049Z digest=sha256:37977e2ee366f9ea9e2d9c9cf16c4179eb7b14be9363841b21de071f4c38209c

Observation bf863ba4-56e5-4ae2-a60f-3f8a90b6de62 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:14.377377Z

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.

source=pdf_text observed=2026-08-06T18:18:04.976809Z digest=sha256:62c5aca6831b813190e56458773dfa5e8a0b2fbcfe0acf8a16365236f7d29ccd

Observation d4b96117-524f-4417-a0eb-b1db4399816a · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:14.207413Z

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.

source=pdf_text observed=2026-08-06T18:18:05.098729Z digest=sha256:ed8108985dbea3760740f552348fd72f1ce1ab310c7b610d4f17a676c41385ca

Observation 0f788973-ba58-4af5-93cb-620792429627 · outbound

This paper cites and Wattenhofer, R.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs and Wattenhofer, R

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:13.882867Z

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.

source=pdf_text observed=2026-08-06T18:18:05.172912Z digest=sha256:0b4e3b46ca1a8e403514b8524fa97ee3ace2fb769d93e38626487d3371ebe1c1

Observation bf48e606-fda3-450e-8085-5b5c80d1cd32 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:13.727203Z

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.

source=pdf_text observed=2026-08-06T18:18:05.235978Z digest=sha256:4f1e88dc68e280479cfb7428fb1c8233310b3c069670c74fb96571f89534e946

Observation 295df496-f98a-4aa3-b75e-7fd8d25993ba · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:13.459661Z

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.

source=pdf_text observed=2026-08-06T18:18:05.344874Z digest=sha256:68c8c1cc8c5f392a3aff9a619a704f7f25d80190c9cc27c72f31f834fe5a8239

Observation 79963270-368a-4aef-8ee4-a1a535c4036d · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:13.110718Z

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.

source=pdf_text observed=2026-08-06T18:18:05.439891Z digest=sha256:3cdac75d7423d81edc2cd214ed49aa7b3da6a15b6716bbdf8ca44daadfdf1449

Observation fca89ba3-9805-48f2-8624-5a4f86d65d57 · outbound

This paper cites A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:05.549848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:05.549848Z digest=sha256:2d86c27246940dc55c04194f1204192d1ecea4f1c6c7d21f4569b2765b917b18

Observation 522e21e1-c289-4afa-af02-144389ad8547 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:13.019767Z

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.

source=pdf_text observed=2026-08-06T18:18:05.629142Z digest=sha256:9aaa69acc9cc7824f6bbe56ffa955c72e4f6bcd38a9290714570a3f188c20760

Observation 7ebd8054-e1dd-47bd-bb31-e9ca800d3257 · outbound

This paper cites A Scalable Communication Protocol for Networks of Large Language Models.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs A Scalable Communication Protocol for Networks of Large Language Models

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:05.719398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:05.719398Z digest=sha256:141cd0f26a10afb7b46d4a4c792c4f3be3e227d4fbcff73fced01194419cc404

Observation b5b68dd5-835d-4fed-9992-eba37cae2394 · outbound

This paper cites The llama 4 herd: The beginning of a new era of natively multimodal ai innovation.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:12.873922Z

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.

source=pdf_text observed=2026-08-06T18:18:05.804131Z digest=sha256:7465dfb3330a27d64e343b3f76bede78e5630662c9ccf6af4c314a2b26d25fa3

Observation 7edcb6c5-73bc-46d7-9a64-1941d5bb3b59 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:12.766001Z

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.

source=pdf_text observed=2026-08-06T18:18:05.884359Z digest=sha256:37764c87301fac6bc7da94f7935f837f930175c5d56d2a211850a9d3f22a8249

Observation abf58ed5-074e-4982-80b2-f2b835e07ca6 · outbound

This paper cites Adding Error Bars to Evals: A Statistical Approach to Language Model Evaluations.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Adding Error Bars to Evals: A Statistical Approach to Language Model Evaluations

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:05.990737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:05.990737Z digest=sha256:70cea8d9071111a03939bcc6256c855cd34244cfbfbb5d4abfb851d0c0485e9c

Observation 78ba72f9-714a-4895-b976-a069e94bd712 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:12.625850Z

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.

source=pdf_text observed=2026-08-06T18:18:06.094890Z digest=sha256:0423de8f7c1151931acf7898f2227c05994694581d6284878d160ceae3ea53a0

Observation ddd5deb4-3ed1-4650-bf80-8f2210a9b857 · outbound

This paper cites Introducing gpt-4.1 in the api.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Introducing gpt-4.1 in the api

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:12.520964Z

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.

source=pdf_text observed=2026-08-06T18:18:06.168440Z digest=sha256:ef2bf4ea068fb6ffa53c02e911d0817bebd6eb39d8f7f53920d5efc53db68cd1

Observation c2c9acfb-4dfd-4253-a138-4e986f6f61c0 · outbound

This paper cites Introducing openai o3 and o4-mini.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Introducing openai o3 and o4-mini

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:12.418927Z

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.

source=pdf_text observed=2026-08-06T18:18:06.253113Z digest=sha256:061e55883163aeb7562e04ba352e9637c5e8c6df4ff9facc70ac0c10a6923cc5

Observation 05d70c88-ba73-4c4b-b954-80f403dfee9b · outbound

This paper cites S., O’Brien, J., Cai, C.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs S., O’Brien, J., Cai, C

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:12.282373Z

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.

source=pdf_text observed=2026-08-06T18:18:06.331634Z digest=sha256:72062616d6b04867c060397ce9c7b7fc7c758d0a8bdcb44fad4489171dc9791c

Observation 58baac4e-c75d-4f20-9418-55a1b944e778 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:12.151144Z

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.

source=pdf_text observed=2026-08-06T18:18:06.409082Z digest=sha256:7b5f937caee0452254336b22d365062dca0dba564e7af82e75520f0ac0fad8d0

Observation 35cf925a-c8d6-4eaa-9137-6e478b0d1268 · outbound

This paper cites Scaling Large Language Model-based Multi-Agent Collaboration.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Scaling Large Language Model-based Multi-Agent Collaboration

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:06.578810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:06.578810Z digest=sha256:82f72521982b96ae8ca4f093a33167a24c71bb9a9df15679bf298ede57683bb1

Observation d1cd6902-f2c2-4c74-8e7c-6db0036d87b7 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:12.039036Z

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.

source=pdf_text observed=2026-08-06T18:18:06.680841Z digest=sha256:04d5834d3c7bf792073dc850a8ecd60a228c2a569c5ec6b89dc26c95fc992816

Observation a72c1a13-5e34-43ee-a51e-bdcd541de3f7 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:11.932658Z

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.

source=pdf_text observed=2026-08-06T18:18:06.763446Z digest=sha256:3d3bba94626f16f1d1b49777ad942bb7e3ddcc51589bcd2e0ad6938f5ee531f8

Observation 10448bc0-d0b5-4fa9-8660-bdc8f302ce0a · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:11.784910Z

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.

source=pdf_text observed=2026-08-06T18:18:06.881785Z digest=sha256:2e3292654537c85e17640ca95e733e390d89620c0bc3c786222bc1e8dd9900ba

Observation cae9f208-0444-4b66-9e91-f63a3a45db23 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:11.605989Z

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.

source=pdf_text observed=2026-08-06T18:18:07.002793Z digest=sha256:9b9454021f83b7670abea0b865632fe7bb79eed40db2b27d9368b42e93ec9479

Observation b313e879-df38-427d-9444-14d9f9ca7be5 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:11.475860Z

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.

source=pdf_text observed=2026-08-06T18:18:07.094501Z digest=sha256:e53c22479a4feda97c7114ed0b1cc56bd8af990f8927a488f8b36d61a94d1e6b

Observation ec153a37-f44d-4adf-8e90-51ec6b7eb6b3 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:11.341518Z

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.

source=pdf_text observed=2026-08-06T18:18:07.253248Z digest=sha256:3e205a987c9de590d5f186d6167ce1a6a04816c84767a0bf46e2e2f7b19bea3b

Observation 406685e1-7fbb-444e-bd21-d91013829770 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:11.148145Z

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.

source=pdf_text observed=2026-08-06T18:18:07.387813Z digest=sha256:37ce34b38fbf39299073e857743c75537c2fbbbd5eab526b20edb30988afa2bd

Observation 835fa6d6-fe91-4e42-adc2-c8af58b2e1a5 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:10.990218Z

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.

source=pdf_text observed=2026-08-06T18:18:07.536603Z digest=sha256:3071a9cf736d8b7c42e7928dec051166a29a1829b31f20ff53005ff943500c26

Observation a5b252f0-42d4-4a75-b78b-89e7453133f9 · outbound

This paper cites MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:07.629631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:07.629631Z digest=sha256:e737315604473884237e780f7df64a9b42350712906c1ca2f99e4698ff7aff39

Observation 94f6ec72-1b7e-4cd6-a148-3b2d298c72fb · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:10.816209Z

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.

source=pdf_text observed=2026-08-06T18:18:07.718958Z digest=sha256:fcae74cfc6b46c3293f11a3b53ac14e472bae7ae6083cbeb0e564595ac39017f

Observation cdf353b2-f452-4498-a2b5-e13d90b2dabd · outbound

This paper cites $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs $\tau$-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:07.811826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:07.811826Z digest=sha256:6ed4761f1845f9fc69f5d278414cd97d555aa11104510dc0ffca690dea8756f1

Observation ac6bdd1f-b31e-4c78-9b65-aadd77e74845 · outbound

This paper cites MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs MMAU: A Holistic Benchmark of Agent Capabilities Across Diverse Domains

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T18:18:07.880380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T18:18:07.880380Z digest=sha256:39b8246395d7c444e859b0ef669cc8ed214b1fce10da1165ab34467b554675fb

Observation 4b373b4f-9699-47a5-a8e6-ca7ae7f109ad · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:10.507267Z

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.

source=pdf_text observed=2026-08-06T18:18:07.966828Z digest=sha256:33e35a6af5b1cfb6f051e92f94c3c2b1af0702ea3bbd41a27b88ede9392cfa5e

Observation 21698040-c797-4274-9bb6-73ee9e8b277b · outbound

This paper cites R., Csordás, R., Gopalakrishnan, A., Hamdi, A., Hammoud, H.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs R., Csordás, R., Gopalakrishnan, A., Hamdi, A., Hammoud, H

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:10.174480Z

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.

source=pdf_text observed=2026-08-06T18:18:08.053096Z digest=sha256:a2ab291581af8826e28ed76c342f5580d8dea2d03ead48b6053f5496b21eca1f

Observation de8e6336-f8df-4f26-bfb0-9220deb31e26 · outbound

This paper cites an unresolved cited work.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T18:18:09.902971Z

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.

source=pdf_text observed=2026-08-06T18:18:08.123757Z digest=sha256:bccc6696e98432b8a73f67e575f4ba8eea2b9abffe64e795447c2360555a697a

Observation 6ff09457-c993-4366-a189-83ec637d7ed3 · outbound

This paper cites Everybody has a unique name.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Everybody has a unique name

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:09.698843Z

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.

source=pdf_text observed=2026-08-06T18:18:08.210752Z digest=sha256:75e44ef94a50781603d4dcfb33cc82c8a1e523172f81a814c18a10cd2f595048

Observation 83a36677-d02a-4cd8-8fd4-f01314c92cea · outbound

This paper cites You cannot see or directly communicate with anyone else, unless information is relayed by intermediate agents.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:09.549966Z

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.

source=pdf_text observed=2026-08-06T18:18:08.304459Z digest=sha256:0f121ec3f2374f00dca47e1b73f989a4f75a347cb4cce77887c70e1c3fb71f0a

Observation ce0eebb7-2ae2-47d3-8820-50a2f3f4bd21 · outbound

This paper cites 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.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:09.367295Z

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.

source=pdf_text observed=2026-08-06T18:18:08.369225Z digest=sha256:c67125f682e6841da92d9ec953bcbe3c04ef9085c57f733e4f004f89f333321b

Observation 11a368cd-3cde-492c-9ae2-f0fdf7510c98 · outbound

This paper cites In every round, think step-by-step about the next set of messages you want to send.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:09.193989Z

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.

source=pdf_text observed=2026-08-06T18:18:08.453150Z digest=sha256:712aa217e6453be02dd3f4b0cc221715be011bd4feebf2b4692bb37f73912473

Observation 17ceea6b-f7bb-4ff0-820d-71ab5903696d · outbound

This paper cites Alan": "Message that will be sent to Alan.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs Alan": "Message that will be sent to Alan

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:09.044083Z

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.

source=pdf_text observed=2026-08-06T18:18:08.528751Z digest=sha256:206e0687e85f2c5aacd946fd3e671fdf55e533e68dd238f90fcad4c55ddf0871

Observation 0d42c81b-00c0-4cde-bf24-0c1715e7bdd3 · outbound

This paper cites priority.

AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs priority

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T18:18:08.869714Z

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.

source=pdf_text observed=2026-08-06T18:18:08.604531Z digest=sha256:d940b522b05479d8516748ed7cdb345cc2905c4cbe3de86f369e8bec0960d670

Pith citing papers

Observation 99704616-7985-4233-ae7e-7857246c1fd3 · inbound

Cost and Accuracy of Long-Term Memory in Distributed Multi-Agent Systems Based on Large Language Models cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-08-03T11:01:43.586924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T11:01:43.586924Z digest=sha256:c1d6d2a5d7cee2955ee5777607a619a56caee38900c07117e3ef77555e2b9006

Observation cd3b0488-f8be-459d-aa32-c5ad26fe95e1 · inbound

Verify Before You Commit: Towards Faithful Reasoning in LLM Agents via Self-Auditing cites this paper.

Verify Before You Commit: Towards Faithful Reasoning in LLM Agents via Self-Auditing AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:10:57.832082Z

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.

source=arxiv_source observed=2026-05-10T17:47:32.014915Z digest=sha256:4e3c0c394b487112725874e215c528aeddeeecd98c1eaee4dba405604b69d57e

Observation d5a3844d-b417-4a6c-a3e1-818ec18d3911 · inbound

AgentCollabBench: Diagnosing When Good Agents Make Bad Collaborators cites this paper.

AgentCollabBench: Diagnosing When Good Agents Make Bad Collaborators AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-12T00:56:13.421672Z

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.

source=pdf_text observed=2026-05-12T00:54:36.868103Z digest=sha256:9e8e4d0ea526f3a7eb10b1598d9614c066b4e587a3f908e931f751ffac49efb0

Observation af1b2c2b-5d08-449b-96af-ad0ce68993ad · inbound

When Does Hierarchy Help? Benchmarking Agent Coordination in Event-Driven Industrial Scheduling cites this paper.

When Does Hierarchy Help? Benchmarking Agent Coordination in Event-Driven Industrial Scheduling AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-14T02:23:37.848862Z

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.

source=pdf_text observed=2026-05-14T02:19:10.912487Z digest=sha256:986347cea63ecb6f4baca06a2ad4e15d725c5ceb5eb7d85ad9644fbe04d3594d

Observation 7fea0335-8c3f-4c5b-a5e3-6f1af02faf90 · inbound

Benchmarking Open-Ended Multi-Agent Coordination in Language Agents cites this paper.

Benchmarking Open-Ended Multi-Agent Coordination in Language Agents AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-07-02T22:07:25.843950Z

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.

source=pdf_text observed=2026-06-27T19:18:56.039587Z digest=sha256:9e253b6c02b180e4a02ad393df61b492bec97387e3f0d8e459999746c7f565c5

Observation e8f75578-d515-4b29-813d-e1a4899a97b7 · inbound

Afrispeech Semantics: Evaluating Audio Semantic Reasoning in Spoken Language Models Across Domains and Accents cites this paper.

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

Resolution
metadata mismatch
arxiv_id, observed 2026-06-30T22:15:05.585643Z

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.

source=arxiv_source observed=2026-06-30T22:11:44.891731Z digest=sha256:ec9f183eb7b6ea472fe5e6b767e8cd09ace7320006a531ac364344512519521d

Observation abf17e72-8d93-4a7e-8a0a-92df7ae28474 · inbound

Social Networks of LLM Agents cites this paper.

Social Networks of LLM Agents AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs

Reference 23

Resolution
unresolved
no resolver link, observed 2026-07-12T00:37:46.305819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T00:37:46.305819Z digest=sha256:ce8dd8e23f15a79a21b99b3e5eef897180cf2551549b2f7541257346c716f952

Observation af544d41-99f4-4a46-8909-b84af8e208b0 · inbound

Collective Cognition in Hybrid Groups: A Network Science Synthesis cites this paper.

Collective Cognition in Hybrid Groups: A Network Science Synthesis AgentsNet: Coordination and Collaborative Reasoning in Multi-Agent LLMs

Reference 2

Resolution
unresolved
no resolver link, observed 2026-07-11T05:18:32.043056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T05:18:32.043056Z digest=sha256:99cdcbe8477eaf5c60f091c38c7fd34260dc5ab1227fec7f7748f68817303413

Observation e8cf786e-42a9-4724-accb-01deb33cc75d · inbound

Toward an Organizational Science of Multi-Agent LLM Systems: Decoupling Who, How, and Which Algorithm cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-08-01T02:29:07.383543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T02:29:07.383543Z digest=sha256:fe3e8e80895b9c651eb92d36babf54114f2077f4c201db1084b12f8243e62537

Observation d37e5612-a3f5-4682-8de1-ee9417d70ea3 · inbound

An Empirical Study of Coordination Mode as the First-Class Citizen in From-Scratch Multi-Agent Coding cites this paper.

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

Resolution
unresolved
no resolver link, observed 2026-07-31T23:49:42.643087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T23:49:42.643087Z digest=sha256:2c6323a651e68d23e5de4b8aad3ea04b96b8eef457831b362fc2c4696ab8ca1c