Pith. sign in

Paper Citation Record · LEDGER

Exploring Advanced LLM Multi-Agent Systems Based on Blackboard Architecture

As of 22 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 2026-08-22T06:32:14.747728+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=sha256:30e32c7d862cf11ca92adbe34170ad4249da56378866f22355fa03a416018e5a

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:14.936666Z digest=sha256:88694a85b9b2faedb06cc3c8d47869f845bae9fd5fdcc08d40a0fa7abf095fda

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=sha256:6bad99beea3652271787253d5b3b949e788903e4e623838ddc185473fd7ac5e0

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:c92d3cbe1d0f1cff3864ddaa8c42954145ff0d9f210697381000cb3a33ee3b05

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:c8f72dbe6314af7164e1a6f3aecabb42c5872c19f35aa7c70a409b3138879d8a

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:14.956374Z digest=sha256:d4a255078ac9d7ae4640bbbc9f6b0fb23f83922974046d3c5415b921301a01a9

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=sha256:6fc6ac63caa60c8d9b135c31c5c249b6f784fb31aafe15679712916857cc007c

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=sha256:189465fe5e20d1fc0950fd914fea07cf54b747d8bbef30c61a6af22079e401d5

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:14.971795Z digest=sha256:110c8560df3bb0e32b8116d4ff5fc4d053fef515d3a7ae83a6792a5ecabbd3b7

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=sha256:1d1d96e6b1ce792c1ee5cd87c1de329e3511e2b5a536a3ee8efddaf39e322284

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:14.980976Z digest=sha256:6f0f84c7e3988b8d32dc2db8da2bfa7f8bf2a890a3609ef1e15576ed78ceed0a

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:f24e5c500072ac3974e50affe52237bc7362426a4b2e13a3a9d52007eeb0a162

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=sha256:6507cc73a0082f7dccf047d709d8164fd8437b44f5df0fbe41531c34202aac94

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:14.994484Z digest=sha256:7f836eb540fc96e2cf49e609d0049f6bcfffce429104b91f3ca73367be00b485

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=sha256:1a8799f2d8701724596e83678192d02346d3fa42025666d63743114c73ae15f1

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:fb120c702a4ac26eed169ca440cdbb7f5d7e997a1d896a60e334e0a23cbfc002

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=sha256:541c7f85610058945ec31cf369a368194c7634e2270eec4b37d79ff4627ced06

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.013939Z digest=sha256:06be9d66f493525eccf860a6d8f1e61ceaad6f56cbf000cb285000789f3da589

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.019076Z digest=sha256:c51974708484f85950b73cd2d4670a0e5fa72397ad435b9eedefbe2b14cfa27e

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=sha256:25e64faf5eba91de10b549011d8da5895aa79813222f9200179b85146705a377

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.028645Z digest=sha256:289112ab9cd4feef5a957ac1f4353754e0e0036704dbfe560efd346a595ac866

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:d6c57ef908307414d5cef04400c28083069658744e3192bfc6945ab5030c4554

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:fda255889073d55e1f0f2b594f90e28d460b06930d99741b0d522f5066251029

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.043933Z digest=sha256:26efe8ff2092d187d355b9eb4494223b7cc73835332ac18fa976efa396447a97

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.048704Z digest=sha256:41649d96379327f8f5c7ebd9d927759253cbb886fe8ef9bef69ca5313ad1fd57

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=sha256:10309a5635456a74c5fccfaf2c8f1d325b32e5a70d80bffdd3114b3fdca64966

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=sha256:60b99d595d70d487a9fb0e087eb67e55871ff83a45b28cf9bb7b0fb4324ff30f

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:fa490f64285a1c2800cb38cb4778581e3d47412d429922351e2fa34b7142b90a

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.068568Z digest=sha256:94a334c778a9de05d8d5d8accb21a7af314587ba1b32dd35c1c31a7d93da0e0d

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.072791Z digest=sha256:881675ff3fa6f421ca6deaca17f1d937a9571d56266d8e36f57b4914aa298db9

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.077229Z digest=sha256:6094e2efd7cbd2a57567b059ae9ee34ac76ac5882450fd5634cd3a8c7653f487

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:f9049d752d677998f97458a4ba0532c70fbf312869f508fb53718f1f5770e439

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=sha256:87121982eff037bad3b3da658492fafc40fed311b9828e15189eefcb8520b7a2

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.091393Z digest=sha256:0fa04a8400280adb64d8ea430b0098655e1a95de540eaf0c84df99c580c271f7

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=sha256:10aaffc87cd5b5c957d0680b424e75a16716798c9a858fc5e9b7c2ea8f11109d

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:aac95f08dbce5016f8d85e78dba5eea9ba8be4dd5c8bbb1b886a295591bb0c31

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:cd47425d41c2d3db62cf4d5ae58182f68e95dafc1b02879065c76bed60dbe1c6

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:e273fe314b7a0bcbca8c1a6897096912adda7408bf9d51b328017c6969c0f005

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.115068Z digest=sha256:abd81da0bc556193a3b400cb9174399af05c3ee43640e6e6bae0a19241ee1759

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=sha256:8035019608342763e837a96eb44f3f9fc8d7331488743859eb698b32d94bab8e

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.124363Z digest=sha256:71e835fd846af90129f98b1294f72c52459921e086417b5a109dd6870b00b8d1

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.128728Z digest=sha256:b5bee7cf55d46453242da64b92d3e73b792217604a85e94cdd8e6d6cbc4ca1f0

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

Resolution
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:d082ed9bf67263b741a06e42846f4a89aac6f369e086dbc78761960ee9b5f362

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:bb2338177f48a339257b2f8a5f40e1e9695d1d33a97fca649841da68f16d27e9

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=sha256:76cd9d46e2a099cd7b9d625d671eb77d955d087af3c41e7d283b4540a7477e7c

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.146825Z digest=sha256:fa7364b4ae00f6d2398b6878a3acbb49b29156e42296961c10890e826c8b1e70

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=sha256:5df05714ae60fd61128c4717856a944bdb11faab77f8311d57e2515d8ac918cc

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=sha256:62a4dad69303e22727aede786e0dcaa5a5f417fbb97926aa1a79401e7053e806

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:ed5b840d6e5c15e883d6b39eb63dea3df36985de4f271a330cbf800bdc6eeb04

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=sha256:7f85a4eb433c5f46d7119a25acb1f73cf9b548c43cf05f3236fc867d30b7e329

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:c59563561b795a1a01794ba3d2caba3e694d7e1af4741702a7c4165fbfa3c616

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=sha256:98c1dbfc2fd91b3dc6fe6629ce9af9476a7207cda1d5bcc9d63a41c28c7bc22a

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=sha256:39711049e4e276a6349b5b0394e3488545bfcef74feaee6c3c0f02d64de54e2b

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.183671Z digest=sha256:b5d89f46bab3f2e5846a45b041b44ec38cf00f53495c08cfb7f707ec24060052

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.188124Z digest=sha256:b45046b19e4779d4d19f1efc4373713d387232a865b614167ea6ad92e6a7f277

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=sha256:48d20ada404baf86fe5b714f5b9a74c41fc159e6849b8c668bd0ce530188c33d

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:c3e67ee1e656bac38e6263e1a8d1a53b70924c2d1bba13f6825e5ccbeb94ec74

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.201877Z digest=sha256:b59a1ac69ce8b4266697dcf31fcdea7a4a16cdd073e8c5f6429be72110b6602a

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=sha256:36e8a124483e8e5614e20274742340a6a425548c4d6a17b18ae3204a0e5f7eea

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.211675Z digest=sha256:2b4a624dd7863a0f2609d4114b1a26001e264eb7d25595fba4975b54e5e59a20

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=sha256:6537dea9d9567748156f43d2ce83845e4984eaa1091afdb94ad6a21840e57c40

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=sha256:62a6ed898c96e1c9224fff2d94e2a6aa93c16c3a816dfd12e2f470ba53fbaf31

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=sha256:265839dc12b422e10baffc5af598fa38cbca93654a12734b792c671225459139

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 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-08-06T20:51:15.229442Z digest=sha256:cf5a0b744ecea1e8f043f6691a66d0be8acd3b1ffd121673d9148c634f07665f

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=sha256:94eb9f79f3f5b230566857809bb986002c80f4d19dd497d9e51cfaab00cc0ad0

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:bebc06c81e3bda457c4cc8be3fd67856e2f953aebc7ec7c6d45e4fde4b521f1a

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-09T18:48:23.205463Z digest=sha256:abb962a3fe456be25da33900483df8606f2d3e04a29308af93bf4a31e9eeb084

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-08T17:58:54.689999Z digest=sha256:3204f84f8fab0c60205609523eb5b16cd36695f703b3f5de27cc4d8c3382cfb7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-12T02:42:42.419975Z digest=sha256:46e08fed19be434408a3d6d838f7f08d21f32ccc9d6fa79c89ba524fa7879729

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-13T03:50:25.089976Z digest=sha256:0ae1bcd930e8ce3c58925489dd7f8f87c12aaef60cb1535466c1809d66f2898b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-19T14:46:40.165981Z digest=sha256:547482014755224f418b710487e4369f77a26ebef07e03915fb6c394ca261f55

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-25T06:06:47.226726Z digest=sha256:29183a396773b74608c9e27d3d8084867777249cacff882226b921380d7ff8da

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-29T12:00:05.330178Z digest=sha256:9faa11262a47ccdc486bac467af01a2ab5f3892be22b31ce2183748d813e67c7

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-27T11:11:55.744242Z digest=sha256:6d6ee44be9c3c9e2330f5411245dc00380ba9ebc8a404faf791d8b94dbfdc6e4