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Paper Citation Record · LEDGER

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

As of 13 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 2026-08-13T06:32:02.005865+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:d6d1d621a9056ed634359e4e421423a5a711dbdd1b8bd73b5b833316b0a866e9

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:14.936666Z digest=sha256:2dce8b4b3613ecd4b680038b9e9df879eff1f7118b121d75d2750b5a892fefee

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=sha256:92b39af73dde9cded0821f749215383ac9cf3b2ce81f779e11d4bb333f256bc1

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=sha256:402a99e0133c888133795bbc2bdb84758ddb021c23f8270f6df7fdd07bb78710

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=sha256:6a0d57ea545dbd4a2e86084be45eab487220f2664958ef4bbda1d21c120737ea

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:14.956374Z digest=sha256:36daed7fa6638c8b870885320085ba75352cd50c90f3f210e23e27bdfae83d09

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:eec69777139b3569f334de83b31fa5df7d82eb7c3eb4cee12c072d44875262de

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:bb8ba3e7bec771ed03da965d1bb32191b290d7a84ba13afc3250961245a563e1

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:14.971795Z digest=sha256:84b0c2007074da0844607ad14af4d3dee1a3381bf018f068e397975f7f60f991

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:ba55fe8923468890b73fa857f6b0ab4c04b98ca0cd09288b0dd9e53d8ce9d0e0

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:14.980976Z digest=sha256:708f5db84c8f4afcdff25d00adf9a31226e0d63750cb29af6da741e3f089e96b

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:ba9f0f1744bc22ab678766b7cf00de8d2e70ba17ae38d430de3400067406ba1b

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=sha256:5a59bb9e6e2b737cda3bf0f06878f39d82d53dc7268d86773b1e6ce51391c3c2

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:14.994484Z digest=sha256:9bc85899051956b2bea456fc303c5d5553d09de5d45b3598fb8322e8f32d674d

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:ed8e163c1003b8e48e962b832b3efd0612bfef5f3807be0eefcf2918014ce43f

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=sha256:9cc3958c98880b2b5ae9a08534254476fc38be03d10c6d43fc90767c347c45e6

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=sha256:0407767b25ad2ad6162d7df92fc891577b50daec3a6f233f2e8edc13d8f874c0

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.013939Z digest=sha256:0b5ef94bf445c12c3f37166c7d985cc5944152dd0035b47f2ff6e8c302e2339d

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.019076Z digest=sha256:5f2d17c26a4da30c29755c5dc4601e7a53f23d7cc6da9bbed4b860c5bfa3a841

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=sha256:0f83c321394a12be23ea8f197e21e77a8e20f75d5ee8c2e9f9ca206455d0fd54

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.028645Z digest=sha256:f882eaf9dacdd49b307e0b121d7271c701db697fe85ced812923ba88dcd6176b

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:e5db04f71e4b1e31cff5608c25e5f1e69fb58a20e5b0704b8e2fd5e8cbd9770c

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:d727f4e74b6164bf17408392b661c7c73578042c4b750bab4faf5f41fcfc907b

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.043933Z digest=sha256:522365e8526febab68289e024187ba0f1dfc82a16f0055e407263e01d5f7d634

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.048704Z digest=sha256:cf4ee94d9178abab2021514263fc60a7082ac610859454f0e8428116aaaf21ad

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:e8e4e9ef3ff4db3a1eef90860f2593e31106a8f3fe5721475ff34f82362200ca

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=sha256:7ca27e6d60a7b1a8731ec25c7dd083a3589f4c927733e7af2186719c06596c06

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=sha256:30fe8edbfbaebae4cfaefb93e8330adc215f537c0d16912a5fa040a7a9bca04d

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.068568Z digest=sha256:dbcf5c867ae5b1eb5721580343428daf55f936b6216a3c36a0096739150c100f

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.072791Z digest=sha256:f452665a5ad7875e5c435a05619ab67782435765de3a6b1f3b48338c6fb96cad

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.077229Z digest=sha256:a483a74bc75137087766560caf648b0a77bfae920e3d85328031ef559bdb3760

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=sha256:930113c2cc342dc79a55223631bbef719bd5fe4ed8fe5518bff0de56d728b61f

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=sha256:92c162b1bf7869c31580d5573e0526a027159db5817ed335f9dd7dceaf4b4c0a

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.091393Z digest=sha256:caca9847a9b8167e47b4f9324c0a534ea06f51da3fd0b1fb0b2475fbbd507425

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=sha256:755fde87255d238e50825ac7b15339b0619e27bcd5f3a8652d91e52a277daac4

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:d808047b867e70f8cbba479cf6ec7ce6785dad38c6e018a641fd16229b419afc

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=sha256:86bdefc7d1544ab066073c4765405d033eeb133e3a201c7b3127418b4527f1e9

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:c31888101587640210a9bd1a95591cbda3bd64efc3d810b015d97c445e047eca

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.115068Z digest=sha256:10dab01d21ce9ed5c98f2730a74b000140e9e6a08201ba5540219bc712f8b55d

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
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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=sha256:6933a99979c4262d06e2609ef4418cecd4c87a5816b3fe724a4143c33dab97e4

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.124363Z digest=sha256:aab5aa7a8ecbd2b870a3d916e34a87c48311e6783cc010f7bdf18ed3ad21233c

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

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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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.128728Z digest=sha256:969b1e65a0e93eea7e5cd22cb855735ad2d24dccfbb329267b06f00ddfe230fa

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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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=sha256:808c54487ec2d5279c91819f9ee3d53b33ad660fbc81801f030d7e2371383144

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=sha256:382f9e696193e4bcf8c8092bb4ec658154d28a3dac06f00be3aa91824b985343

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=sha256:811e2a333be629379196af77ee873a94e87bb2cc4fb36ddbf52c6a3fae8c7415

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.146825Z digest=sha256:e876ba5a42b6ab1344a5665dd3ab4102d7d0daa1efd366a70a2bafc25467f25f

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:ef0dd5b3f1aa2d28f1568cbb60e5ce68f4a3e0945a251bdc61f6402fb10a0b23

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=sha256:62cda9453077eb78d0f05d036d5a5cab8d063cf2afb248cdd1a308c7627d8760

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=sha256:6919a1f7168df59cb23c737a75968ba979eb299e8ea3863c528ae86d3f944e7f

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=sha256:6e1af7614c22c095dadce33abaaf7b9d7dc2f5ac0e9a2e2cf999b2f87ae63ba6

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:c049687dba691eae0930993be262689a8423546bfdface55f32e5e06da46e751

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=sha256:67f9736644ccdb147ea91780d46e46e63eb24672d145e1ec6dfaef02d6372cba

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=sha256:21e8008c1d2b80b71fbf32309e9a96840a1b012f9d2a117b6b9fb953279a0bea

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.183671Z digest=sha256:ce7f87b8a0efda4871358081055ba24045af7cdaefc9a5682969f3c0b829a3ae

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.188124Z digest=sha256:24720cea11e1e65501d118744edd7e51c7bf9dfe93b203a7100cb67cd8897eba

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:e14993b6f46e7b66e6ce857ae112fce98a4864974ccf7f91926e1e007eaf9e6b

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=sha256:059ce6d31372947aad965aa5d9ef1dbe0e617caf42c21e30026e4c8dca528cd5

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.201877Z digest=sha256:84b1af1602cf225d19ac3a1a31081fbf25ff9b22c6db18ddfe6f9877d999594f

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=sha256:5bbd7195a084e8b4da6a2b02e240acbed1b3673dfd04dd64c5909dfedf5de4f5

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.211675Z digest=sha256:d8f41bca9e227db3b284e6ec37915a88905cd1b43f221ad0283913670a7aaadc

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=sha256:8e07645a4c6737e15417fb9457bc1d4029c7b0223d8300e8f2f621d18f93c7f9

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=sha256:7eb10b1015907a995175c41a8559b54d25713d922135c6adeb2fcba77226ea69

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:c3b199a0d9b07ba610a0f1992aee721ed6fa0135bda502b568970c33b358810e

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 2026-08-13T06:32:02.005865+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.229442Z digest=sha256:5496be61c63b3083e6e158e026140ef7ca3e4bbfc940a5698542ecdc99265d36

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=sha256:40ca7bed61010de95b33238df059c520150617616c2ceb08862f800fcb553b34

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=sha256:1b7b5b9bf387d2ee9a7a1314a6f9770e2aef980831a19d69042effe06f64c615

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-09T18:48:23.205463Z digest=sha256:be0cad7b3a885b8e006d7eee2b8a158866ba2ae2b62e8b5e5ac1f5e88edfac19

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-08T17:58:54.689999Z digest=sha256:16c73014337127b17182dbffa483c7d17d6a19a95cb3564d5df0c73089f43cd1

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-12T02:42:42.419975Z digest=sha256:3567c644bd4843f84b87f067aaf93731f081da9fde0ff490d0cb4b297ad39cad

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-13T03:50:25.089976Z digest=sha256:be5806b4ac2416dd52ab3c6bf611a9fcdbb90f21d8eebc489be02fe43ed0ec14

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-19T14:46:40.165981Z digest=sha256:f870223c4ca1101c639ce92dc2ace7b54ddf278f282ddf765894fdf2225fec81

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-25T06:06:47.226726Z digest=sha256:7bfb0b3c62235b8c395947078015827969d7ecd6058b717191cbc045231cd42d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-06-29T12:00:05.330178Z digest=sha256:1ce5f6af18a2cac606dd46e47685e9b19d4cb20372548816a0a98d821e590cb7

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-06-27T11:11:55.744242Z digest=sha256:bfbc87564b7543dcc4d42285e7835902281b16855a583aaf119271f7c7ba247f