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Paper Citation Record · LEDGER

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

As of 7 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 8 inbound Pith citation observations for arXiv:2507.01701.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.01701 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:51:15.238427Z

measured 74 of 74 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T12:00:05.330178Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T08:07:45.069646Z

Reference resolution

66 of 66 outbound references displayed

  • verified exact4
  • verified fuzzy1
  • unresolved61
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2256819d-47ab-452c-a6d2-86ac82559564 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:14.931635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:14.931635Z digest=sha256:e2453edb2a979e858df47c9d6b182fdf8b01f3802b62ddcbbabf8d4d54f415cb

Observation aa3ade25-8c28-4eaf-95c8-1b3d4bab37f6 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.373005Z

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.

source=arxiv_source observed=2026-08-06T20:51:14.936666Z digest=sha256:fc06406906555049f59c1b93d6964b87a9fef0316ef23d979a409cddfbbcc490

Observation 50899a0d-806a-4332-8b1a-3534dab121ee · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:14.941600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:14.941600Z digest=sha256:a09f545d198a96a4af5d515846af9c09c6e2bdfb407ae40159187342fc6840f6

Observation 76a8b87a-d424-43ec-97a1-440fbdaaa15b · outbound

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

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Multi-Agent Consensus Seeking via Large Language Models

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:14.946682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:14.946682Z digest=sha256:cde553b73f7b1c19ea7484a7921f4decec62aa8e6958f4c187a3c138a0c8f29a

Observation 8edf6133-eb65-471c-a30a-a581f90fb5fa · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:14.951842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:14.951842Z digest=sha256:8daedde0f2d4a4427005db6c1ee44aac6c756dd79a604a3107c1fcffe4bf4208

Observation 4dd23ff0-eb10-4e0e-8052-617310b30ca8 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.358352Z

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.

source=arxiv_source observed=2026-08-06T20:51:14.956374Z digest=sha256:55e670877b0664d8add5b2bf0429a19711364cf32f8736ce611d32b00260dc84

Observation b376dcb9-68a6-460c-bffb-24d830a03f30 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:14.962033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:14.962033Z digest=sha256:f67d96a0e91c841a58b2334c1905652a13058c7d265f1ddeffaca8874684f186

Observation ed03646a-d63d-45bb-90d2-86f200b1e20b · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Training Verifiers to Solve Math Word Problems

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:14.967001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:14.967001Z digest=sha256:3f1ce5a04f8279052f5268479bc45b8d2414e859c0a9c503aea88d509948ba96

Observation 09561d0d-e4a7-4086-a769-25c49112fedb · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.343107Z

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.

source=arxiv_source observed=2026-08-06T20:51:14.971795Z digest=sha256:6bcd0b2586d4a9e4a03a3a1f1eb2185b7c8782d1376b715710bf2f6906b075b2

Observation f65ab654-8b3b-4fce-8b51-ab68adc61f5e · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:14.976126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:14.976126Z digest=sha256:cb83b4cd75774c26cd574c5edfd2aed8794d88bf2db1d1c6692bf18b8794b637

Observation 08c0c63c-b67b-4b36-b242-7f1a96d6a4d5 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 11

Resolution
verified exact
doi, observed 2026-08-06T20:51:15.441277Z

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.

source=arxiv_source observed=2026-08-06T20:51:14.980976Z digest=sha256:55fb1ca222712f16a623297e595e94a99d30d07535cf09c58acb2a7623d46bde

Observation 17a2914b-a73e-49f1-bed4-516c1f9bb56d · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:14.985534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:14.985534Z digest=sha256:5f7b5894153e29aedb7abf4638c553235817f3b486cf08b494afffba0e28a5ce

Observation c1597003-6135-4e59-8829-d7b5ff817e54 · outbound

This paper cites The Llama 3 Herd of Models.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture The Llama 3 Herd of Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:14.989984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:14.989984Z digest=sha256:aa3ff69c5b193af61e56e78e3f9f5c15dfd2688b6413af19e11f284f4d7a7c0f

Observation 68f1832e-dd2e-4cbc-9a59-5b2c4063a353 · outbound

This paper cites I call BS: Fraud Detection in Crowdfunding Campaigns.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture I call BS: Fraud Detection in Crowdfunding Campaigns

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:51:15.852439Z

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.

source=arxiv_source observed=2026-08-06T20:51:14.994484Z digest=sha256:49f673efd494923e8fbeefee2dc53bcb7dae2dff84a6217cd8d9e3f4da927b4e

Observation c68495d7-5598-48c1-95dd-26ab92581ffc · outbound

This paper cites Reasoning with Language Model is Planning with World Model.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Reasoning with Language Model is Planning with World Model

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:14.999212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:14.999212Z digest=sha256:1907fabc4695cbacdce63685365c144dc026528176ff89088d6019506055dd64

Observation 42807f8b-a918-447f-b5b5-754d962ae3b6 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.004270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.004270Z digest=sha256:788805501333c2c77542668f4a6e3f95b4324b5cb39e922fa12e8bb450245dfb

Observation 0c9c60f4-32e7-4910-ada4-ceda631ef754 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.009152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.009152Z digest=sha256:79ef1edd3d2397c270447e5470cefbcec20b2cf25ed51fc18d50e56e1c622aa0

Observation e6ef0578-b787-41fb-8064-1c49f2253e0f · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.318753Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.013939Z digest=sha256:8a998b80dd27824f42475c8b724915a814629b88a52cc6f617ac844f805a81a1

Observation f9a58fd3-f947-4478-87d4-999cdd28e2d5 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.303060Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.019076Z digest=sha256:042234fc8c48a9ae0c2705f5931648f58fb9d72999e9415a1aff9d8e59ce8654

Observation 458ac73f-05b3-4403-bb5c-9f45bb445223 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.023791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.023791Z digest=sha256:54bd372cad9db4529607732cd7c50d619512002f5c5ad9a63e4019a370d8f12c

Observation 638d57a3-97d1-4651-88b0-e15c931753b5 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.277690Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.028645Z digest=sha256:36924f9739aa241b165cfa27a97f0b76cfed8a56a5491c55d119db94de0033b9

Observation c6631b47-0bbe-413b-ba53-0a485987ccea · outbound

This paper cites Ashraful Islam, Mohammed Eunus Ali, and Md Rizwan Parvez.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Ashraful Islam, Mohammed Eunus Ali, and Md Rizwan Parvez

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.034386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.034386Z digest=sha256:7eaa52233c82ce0881b759dd6abe2dd508aa3201b8b6341b65ec4fc846b15fdb

Observation cef199a0-80f6-4554-bde6-ca231f006dcc · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.039330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.039330Z digest=sha256:9ede0517bc04998fe487db2dd2cfe801ab2582d54473a241ef04a450edf6fbc7

Observation f0a6f3df-dc76-4205-bdce-e4a16b18c569 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.262660Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.043933Z digest=sha256:4d5a9176109fc1c8fbd6ca9158af601438d304f16b97b7673da4b34d50594127

Observation 5265c8c1-b01d-4afc-bf24-6b5fc40c06fd · outbound

This paper cites Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Joshi, Hanna Moazam, Heather Miller, Matei Zaharia, and Christopher Potts

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:51:16.248322Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.048704Z digest=sha256:545a372a2dccbdcec987fbfaa74e2297d3043695395b5f812fedd34df6ed633b

Observation 7781a7e5-077d-4975-94a0-8d867bf7c338 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.053525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.053525Z digest=sha256:da904055908b901d32113e47f5ee9e750747506a62151918db06751546119f06

Observation 9cae1451-7be6-4abd-ae59-9ad7872df320 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.058558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.058558Z digest=sha256:5895d6f9130d2acc164bae515f41ab861f9fe9ae7532056cc21c6ecd972e451f

Observation 148965c6-32a3-4e2e-81ee-817beec05628 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.063938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.063938Z digest=sha256:fc4391a50eeae079f3fec4f01d2a822558b5c0ede5f8b8f211e4bdd8e7640a06

Observation 5cfaa2ef-1b61-4de4-a9c8-62853e1274d6 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.222830Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.068568Z digest=sha256:6f741ab0738e55608c8368a24999a2c36677861d6ad1aa4894a5c4f2d8387a50

Observation 8b195ef7-b85c-4b97-b18f-26879b0cd4d3 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.207920Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.072791Z digest=sha256:2c5f54868918de1f94be168fdcc4425534db6fe9823d10f88b5cb0aca36dc016

Observation b977de6f-5526-4e66-85d0-035c9fb4206b · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 31

Resolution
verified exact
doi, observed 2026-08-06T20:51:15.355502Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.077229Z digest=sha256:b1ba6da5b6450c6ac54a5d046ef9f0a4bafb39b4eba193c477049bd845c30ac1

Observation e16de82a-6d40-4e71-a5cd-46beba4c360f · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.082811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.082811Z digest=sha256:97b3a91a4c369e7e1c027bffb09cec556a0fd32794c56128e76355f96fb3b04a

Observation ee9ff255-15ed-4d13-9de4-5ada288ab61e · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.087225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.087225Z digest=sha256:3728873ecd73bcdbd03610743ba70a4328fc6ecb1583d25c9d396b279b12548b

Observation 8381acdd-4b6d-4fa6-ac7f-1f554af83049 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.181922Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.091393Z digest=sha256:f5e8c8d67782bb9404ddf8649f9edc97323fe5b0a57debfffb0ca3c51261af3a

Observation f7388fab-9771-4964-a4db-72881918895c · outbound

This paper cites Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.096803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.096803Z digest=sha256:b3c03a3617d1d8ca69a02debb155546c3f0c1b718d17f0af738e74bddf343af0

Observation 15e584e4-ba59-487f-9d60-df6477fc330a · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.101960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.101960Z digest=sha256:4c08fc63d2cef96b38015e2e4ec3b7f908d2f295b100fb0e8e707646303f5881

Observation 153f28cb-95e7-4f23-b096-8ac3abd77c35 · outbound

This paper cites Qwen2.5 Technical Report.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Qwen2.5 Technical Report

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.106251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.106251Z digest=sha256:625beac887c43feb837e1f24d9314cdbaec650b6c006b267ac99a263d604c0e8

Observation 8894f261-da34-4bd0-9863-4c9d63d492c0 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.110717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.110717Z digest=sha256:4bd9ebe7375b4e6e967817f51266b904b33517fd3aa7ef85bb3cdf18690f73dd

Observation 4625ffc8-d8cf-4696-9602-b6d0174808de · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.156466Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.115068Z digest=sha256:e2a6a44543e2488603e292513b9e3866ca7e41087e77c0752f81c85ef1d98cfe

Observation 3e36a620-cb12-4b9f-b964-d10df30367f5 · outbound

This paper cites Agent Laboratory: Using LLM Agents as Research Assistants.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Agent Laboratory: Using LLM Agents as Research Assistants

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.119871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.119871Z digest=sha256:390912e3a3cd5be2dd5ec5bd48902eeeaa0e4f1e41a478155bd6c8e1bf79b9e9

Observation 3a8bac47-191b-4355-8dc1-bce1c46d1ea2 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.141080Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.124363Z digest=sha256:651f0e27f79b88d9481ebfd65f164f5be66749a0289912bf7d91dd2b4246d48d

Observation 0bf80f9a-ec33-4714-911f-4b37e5337d72 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.125232Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.128728Z digest=sha256:54b8186ebdb4c516938d4f8bc3d0f3b54f887444631a10fd7a075ad85654d3a7

Observation c43ed743-32c3-4865-81cc-c9e481564423 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 43

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unresolved
no resolver link, observed 2026-08-06T20:51:15.133432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.133432Z digest=sha256:0e4bb5724790a96998c4f324165bc7606c6f247c7851b41d42ec1a5133957314

Observation 8dc3ee7d-fe0b-492d-a0fa-ab5954d631be · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.137993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.137993Z digest=sha256:b791d4a9328ebd01a381f6d7a952afe7e7cfc516bae6cb4ed7e89043767b2920

Observation b8f0aa2a-5cbc-4c19-92bf-15e34495410f · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.142265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.142265Z digest=sha256:fc0470e450fda66c85c480e7202fd86d98bd3402bfa7c50e215e0b9bc8a823f4

Observation 5daf20d3-2f52-40ff-9e65-5c024401df4d · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 46

Resolution
verified exact
doi, observed 2026-08-06T20:51:15.320574Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.146825Z digest=sha256:c97f6a3e1284d63244b272a3d5f330105157323878e37869508681f000cf600f

Observation d460dd64-2346-4529-8e49-b22adece7d60 · outbound

This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.151248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.151248Z digest=sha256:37c69603b51e0fefbfdafabc549571c49c26f96c4440bdb54cddc949c4338d03

Observation 5773500d-4c17-496b-818c-bf230121d5e8 · outbound

This paper cites Bissyand \'e.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Bissyand \'e

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.156163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.156163Z digest=sha256:27bba1648cd53cc5ae9f77fac05641eeaafd5beca9e9de11f047caf30e825a15

Observation 93e3da97-cae2-43ee-9e9d-d26e15f1dfc2 · outbound

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

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.160798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.160798Z digest=sha256:b5ac81da1320c228ec7af2b691e427f4b6b83dc337849490f70ce110d8abe2f8

Observation 8e468c5f-f008-4fe8-8ba5-68e046bb6a7a · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.165612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.165612Z digest=sha256:2a893f5f18f411026f4499b66c794dfb1ee0ac3f98e7dfdda14cfca010ac62a1

Observation 6e58cebe-216a-4a78-b313-be5cb62ebe03 · outbound

This paper cites Chi, Quoc V Le, and Denny Zhou.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Chi, Quoc V Le, and Denny Zhou

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.170318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.170318Z digest=sha256:dfa390cbc21627ae449ae818c46a96e4429d15f7264cb1a5ace9e2b26cb1db05

Observation 549ec450-da4f-4584-85ba-2e17cfc4c874 · outbound

This paper cites ExpertPrompting: Instructing Large Language Models to be Distinguished Experts.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture ExpertPrompting: Instructing Large Language Models to be Distinguished Experts

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.174527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.174527Z digest=sha256:64103883d8424e153988bde3b3889e324e1ed26afa51db3600a8fde6d09323b5

Observation 469b79c4-4d08-4c6c-b9aa-93b4bd7aebbb · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.179009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.179009Z digest=sha256:1ee01045af94b6ab073f96f9bc832c793439bf6497eb888477c335425fd02270

Observation b90711e7-5398-4713-8ee4-e5fa5b1ec46d · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.070992Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.183671Z digest=sha256:ba82942750679db95928ec96944bdbb393a777c7e2a426920f40c474d43b76cb

Observation 0338cc7e-3b87-43b6-9357-6ff91f6653ef · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.056319Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.188124Z digest=sha256:aa1109f9203eb8b203a5e60d69997a86fc9b7c50615ab1bdad4d14fbfccafdc8

Observation 0e85ad97-f860-4147-a09b-731044672be6 · outbound

This paper cites MasRouter: Learning to Route LLMs for Multi-Agent Systems.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture MasRouter: Learning to Route LLMs for Multi-Agent Systems

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.192347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.192347Z digest=sha256:7c406d97501f9a10d20d1f805baa1fba75c4ea5bf032e93eef79b1f983115106

Observation ce42a30a-28fd-4878-883e-12d6831404a4 · outbound

This paper cites Multi-agent Architecture Search via Agentic Supernet.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Multi-agent Architecture Search via Agentic Supernet

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.196905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.196905Z digest=sha256:d01c5e4dc527e91e34bcccd1aa6bcde4ff2419b0292d9153400c24efc21d86cb

Observation 4222591e-2e0b-4e77-b39a-0dff1c04e49a · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.041964Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.201877Z digest=sha256:bcdcb0d8b28b7a341dcbaa649ad59f3db057258774468e2296d33234739ffbbf

Observation 3b26e55b-ebca-41e0-bdba-7d0029b7db6d · outbound

This paper cites Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Stop Overvaluing Multi-Agent Debate -- We Must Rethink Evaluation and Embrace Model Heterogeneity

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.207238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.207238Z digest=sha256:3a340e96a24d2980372043ab5327ef304f8c0aa0679d9bf89fedd180b54056f2

Observation 12da3961-88b7-473e-b168-96cc841bb98f · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.027161Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.211675Z digest=sha256:7e5d4986ef5fac0704df38b44f813e8bae4f63a9b7a60debd00ce21a2a3f45d8

Observation ee407ed4-7c64-4967-8a39-1ad41c9b3492 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.215986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.215986Z digest=sha256:bbbd43f112894fbc53cd4c1c2c96a323f2e2e8f8709ceb3dd9080fd260f74ad8

Observation b541c1ae-c268-4494-bc5e-8489bcae16c8 · outbound

This paper cites Cumulative Reasoning with Large Language Models.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Cumulative Reasoning with Large Language Models

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.220184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.220184Z digest=sha256:5b2958259f8bcb27fc2fba5406f1e9d50ae42a7c5b2431b2089c8aa4f96a186d

Observation 88e60027-c3ad-40f3-9bd2-e7995d4f002e · outbound

This paper cites A Survey on the Memory Mechanism of Large Language Model based Agents.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture A Survey on the Memory Mechanism of Large Language Model based Agents

Reference 63

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.224676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.224676Z digest=sha256:ef813a8f89e5700bdb8041800759a3498218ffac25fb5f3fe14bab95d977f1b0

Observation e221404b-aaac-4a29-8a87-07ad79f7d257 · outbound

This paper cites an unresolved cited work.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:51:16.012398Z

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.

source=arxiv_source observed=2026-08-06T20:51:15.229442Z digest=sha256:1f9e413b88f67ce2cf12b23b48b6f61a0cba1ac4bdb3b72a9f68e051b09aaab3

Observation 5185333a-a3b9-4d35-afbd-0f12bbd057f1 · outbound

This paper cites online" 'onlinestring :=.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture online" 'onlinestring :=

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.233882Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.233882Z digest=sha256:e6e98d200ce8e299821f596845cd0cccc7c4dc08359f6966f1295284782a9206

Observation a179122e-5e90-4c1d-ae41-e87780fa4856 · outbound

This paper cites write newline.

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture write newline

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T20:51:15.238427Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:51:15.238427Z digest=sha256:f748e5ea2d6fe10fd166e3dac621e38f890f6df1bccb83cd7110c7c6b4cf3e41

Pith citing papers

Observation 3bd26d67-8934-4743-b8f1-57e0236e6b6c · inbound

DySRec: Dynamic Context-Aware Psychometric Scale Recommendation via Multi-Agent Collaboration cites this paper.

DySRec: Dynamic Context-Aware Psychometric Scale Recommendation via Multi-Agent Collaboration Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:06:07.129822Z

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.

source=pdf_text observed=2026-05-09T18:48:23.205463Z digest=sha256:952891c49a216eda30fcbfce808a4b19fa047c67592162bf5addc899a47324d6

Observation 5c9ebe6b-6d6e-4b23-adf6-a01ab1cd8e66 · inbound

ARIADNE: Agentic Reward-Informed Adaptive Decision Exploration via Blackboard-Driven MCTS for Competitive Program Generation cites this paper.

ARIADNE: Agentic Reward-Informed Adaptive Decision Exploration via Blackboard-Driven MCTS for Competitive Program Generation Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-09T06:55:42.694787Z

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.

source=pdf_text observed=2026-05-08T17:58:54.689999Z digest=sha256:53550e9815bb1f8030fb1ee70022d5a7f222240b2f5bc8efbf76359f427e9833

Observation 5fa946f6-ba2c-4dde-ac7f-1c4da712f066 · inbound

STAR: Failure-Aware Markovian Routing for Multi-Agent Spatiotemporal Reasoning cites this paper.

STAR: Failure-Aware Markovian Routing for Multi-Agent Spatiotemporal Reasoning Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-12T07:31:25.457382Z

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.

source=pdf_text observed=2026-05-12T02:42:42.419975Z digest=sha256:66d31137f85244904af537cfa8b25361d65913e13e540ea4ef1cca9cf5091752

Observation 4fc9f947-7160-4712-9cfc-e4207606f7ea · inbound

STAR: Failure-Aware Markovian Routing for Multi-Agent Spatiotemporal Reasoning cites this paper.

STAR: Failure-Aware Markovian Routing for Multi-Agent Spatiotemporal Reasoning Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-13T03:52:12.547936Z

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.

source=pdf_text observed=2026-05-13T03:50:25.089976Z digest=sha256:bb87488fe02bfe9f608a58bbdafcc9e477dfc326cfe6c1140db2e439686ccf5c

Observation 66822c70-cf8a-4782-8f7c-943873b230a3 · inbound

STAR: Failure-Aware Markovian Routing for Multi-Agent Spatiotemporal Reasoning cites this paper.

STAR: Failure-Aware Markovian Routing for Multi-Agent Spatiotemporal Reasoning Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-19T14:47:36.085157Z

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.

source=pdf_text observed=2026-05-19T14:46:40.165981Z digest=sha256:686be4ea263874f81728b393d6ee2a36e33a9d48bb9d8fa42240f7d7cd76ea90

Observation 24769f79-9bab-4ea4-b141-874d077eeee0 · inbound

RMA: an Agentic System for Research-Level Mathematical Problems cites this paper.

RMA: an Agentic System for Research-Level Mathematical Problems Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-25T06:10:24.211287Z

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.

source=pdf_text observed=2026-05-25T06:06:47.226726Z digest=sha256:d6f010ff47ab2804b11e9704176b6ad6a2bfda2c33fc53df12da461e9727a941

Observation 52ed34c4-5991-4298-89de-5ed327d2dba3 · inbound

Towards Cybersecurity SuperIntelligence (CSI): What's the best harness for cybersecurity? cites this paper.

Towards Cybersecurity SuperIntelligence (CSI): What's the best harness for cybersecurity? Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

Reference 18

Resolution
verified exact
arxiv_id, observed 2026-06-29T12:03:23.953324Z

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.

source=pdf_text observed=2026-06-29T12:00:05.330178Z digest=sha256:4fce88af24c0b843c7220e2a10eea074cee3987c35404d0e0ad3e3212f7ea031

Observation 2cdbad97-d045-4ffe-b3c6-ce658b73b0c2 · inbound

Decentralized Multi-Agent Systems with Shared Context cites this paper.

Decentralized Multi-Agent Systems with Shared Context Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-07-03T08:07:45.071615Z

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.

source=pdf_text observed=2026-06-27T11:11:55.744242Z digest=sha256:6b4b2e776206c4e54f6340c88239c4b623036e983ea9df7d7c78da93c6c771da