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Paper Citation Record · LEDGER

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

As of 6 August 2026, this Paper Citation Record lists 100 of 298 outbound references and 2 inbound Pith citation observations for arXiv:2605.14892.

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

pith.paper-citation-record.v1
2605.14892 v2

Coverage vector

measured 100 of 298 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-19T16:51:13.491389Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-11T19:30:43.940487Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-29T12:33:24.831627Z

Reference resolution

100 of 298 outbound references displayed

  • verified exact10
  • verified fuzzy48
  • unresolved34
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch8

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e3fa2f13-89fb-4567-9bde-18d38c28738a · outbound

This paper cites 2025 , month = aug, howpublished =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems 2025 , month = aug, howpublished =

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:53:09.603399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:dcca786078f5a6b2011c51c021d2361f1ac618d19ab334616d14dba510fbed20

Observation fbe68c28-00e5-4311-8df2-0674facdddc4 · outbound

This paper cites DeepSeek-V3 Technical Report.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems DeepSeek-V3 Technical Report

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-05-19T16:52:40.001162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:89ef21dfcc2ba9a87856db80701342850f8e74500c75925f10b2c8b23d84f0b1

Observation 69b1d868-11e5-43e0-b43b-53cc7e03518d · outbound

This paper cites Qwen3 Technical Report.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Qwen3 Technical Report

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T16:52:39.913500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:b90563b07e3bbc3484658bd7330e9fe980a806e4ed3a5c48595c73eab16d48e9

Observation a419c227-b77e-4faa-90f1-b0a43c18dbe8 · outbound

This paper cites 2026 , month = feb, howpublished =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems 2026 , month = feb, howpublished =

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.871248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:1aa34b1e6018656f8422fc4203b6007d0bc52240a453f458016f474f10e7d0b3

Observation 73c004dc-c7b6-448c-b02c-392651ac4c66 · outbound

This paper cites and Yang, D.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Yang, D

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:53:09.614390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:7c3680b7701366b7619e9fc59a5c08006295cd251dab4cfba0325855cded90b3

Observation 744ba84c-3077-44cb-856c-b3ff17810489 · outbound

This paper cites and Bosma, M.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Bosma, M

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:53:09.606530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:414074d2d36b3ad944d977e70b9a13ef47c76e2d0063d314ab30700b3cc883f4

Observation dc41c3cb-8074-44f3-8495-1e3e0a43bb44 · outbound

This paper cites and Wang, X.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Wang, X

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:53:09.572120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:fe596e7883da6608b7bb4ad8833255917aef4599891b539e65eeb77f881b9f84

Observation 993bd247-0794-4527-9d70-f9015aa8b97f · outbound

This paper cites and Gu, S.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Gu, S

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:53:09.593729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:f4aab916589e2d880d13e7a4647983b3e6d8186f2338ddde01728fa72bf04ff6

Observation 644c054e-d97f-4be3-aa62-e127e88df60e · outbound

This paper cites 2026 , month = mar, howpublished =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems 2026 , month = mar, howpublished =

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.562451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:aa9caf9503e60af8cd19202203c5691108fabfdef5ea94008e54f8cf149e0823

Observation dbace6ea-91ae-4154-b350-895757bcf458 · outbound

This paper cites and Ma, C.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Ma, C

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.879686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:c6247a641a960887007f227181bb2056e16de2b9c81c73657c51f8b839581e2c

Observation 573c19dd-22f2-4584-9f66-d126e0b0cceb · outbound

This paper cites and Chen, W.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Chen, W

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.877947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:219aef3b05f0068077ec1968c91b2a598061b66bfabe2b90ec9e333c19e38e6d

Observation 48bf6f1d-bf82-43a6-b8ec-5ceffd36d450 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.557430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:32936de612e24ded74e91d17abb6b1d2cc34ff6df9abb920c23a4c15e3e29275

Observation 16f0e84a-7cf2-494f-ac06-6d16e7ba7918 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.569412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:2a3bbdd77368c11c18977c563f44bcc6b3648d6bcaa8c8ddf8fea27419b3160b

Observation b3d36c37-de3b-4915-84df-4e54637c059d · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.585699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:d09d43dda7217595dd3931d461ba4f69500bf9717dccddfce62c82ba11fa0c36

Observation dad6dee9-da5f-4879-9aff-1d37caefef91 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.616741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:f826b5cdaabe6b9298912eac25f1a2e379552a936894cd4eb03006580e9e9f90

Observation f548cf85-c1e4-42aa-93c7-dcdaae0b7574 · outbound

This paper cites and Joshi, T.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Joshi, T

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.742695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:3d4c8504465626747d4aba0d84bc23e3ca67c8bf73efb66a01e5add3f17259d5

Observation fcc7838b-5313-48e1-8d87-819b2b56b5be · outbound

This paper cites Grounded Decoding: Guiding Text Generation with Grounded Models for Embodied Agents.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Grounded Decoding: Guiding Text Generation with Grounded Models for Embodied Agents

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:53:09.547025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:33d8c7215d05ffbec40a68ab84ce2e2044f68ca04f2643d72d00ed7890f6e8e7

Observation 2fb55a83-2c76-4c82-863b-58f7777c10c6 · outbound

This paper cites and Zhao, J.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Zhao, J

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:53:09.567434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:ea4cf3041082acd57043a1373fe61b1327b8d54fe5b7d76679f35a0f7211b503

Observation 5273da45-1ee9-4712-ab80-31e3d4ef4858 · outbound

This paper cites and Cassano, F.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Cassano, F

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:53:09.476926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:bfa218dab9ec51960f225cb0c4452b0a99520642768fd33f65428ff660aa9c8d

Observation 54c43af5-ada6-4c12-9d59-7390a2c0b779 · outbound

This paper cites Why Do Multi-Agent LLM Systems Fail?.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Why Do Multi-Agent LLM Systems Fail?

Reference 20

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T16:52:39.937460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:c3f7888cae2a4c72088d8219e4667cd96fcab48d0e0b5c02aef7f3e86bb3fd1b

Observation d1982b02-22fa-4714-b34e-0d709a13fbeb · outbound

This paper cites TechRxiv preprint , doi =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems TechRxiv preprint , doi =

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.702671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:01e2653fd2680121faaba2a0a014aab74d341f24162dd81c40a37f726ab815ee

Observation e2b1bb54-a70e-4117-b725-d0a7f59fe837 · outbound

This paper cites and Zhuge, M.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Zhuge, M

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.681631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:987ecffeea4e366df26058a8bb9c27f58930e9d5e718815990ebfde5caaaa3f9

Observation 763a4c4d-dd48-42e6-8ba6-36c19f17f789 · outbound

This paper cites and Chen, X.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Chen, X

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.686730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:e5ae89f964341705dca6171803cdfe5e3ca18ed2589ca6f16de483fe779256ce

Observation 0139e811-4e94-4873-98b7-4844720aba90 · outbound

This paper cites and Bansal, G.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Bansal, G

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.709290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:3bee62c2c978f2e66eddbe7f9822fbb3bb17453146470e2b9e8852dcd8123e1c

Observation 249ae7cd-e229-4eb7-b8d5-e4d06269cd53 · outbound

This paper cites and Han, S.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Han, S

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.719937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:ae6ed1ce82095fd5f3ac445e4c997892f06818444addc552ddc1fe867fc4d91f

Observation 4b6e3205-130b-4e20-8cf1-3d34ec9c7f54 · outbound

This paper cites 2024 , month = nov, howpublished =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems 2024 , month = nov, howpublished =

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.678270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:df7699f40239d521d6f7b2c4903d800cff966837565bf00ba076f7b060f5a5ad

Observation f705d554-602d-4a68-accf-be257585113e · outbound

This paper cites 2025 , month = apr, howpublished =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems 2025 , month = apr, howpublished =

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.663786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:5ac05bc2444e8bff0b35734580e843d56e890bbbdc8b534879049f69ea50bd08

Observation 6edc39d4-2702-4a64-a0ac-b3605f5a9cd0 · outbound

This paper cites and Yin, M.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Yin, M

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.667718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:5fdcdd00db7bec94ba9476394a19e431cf1ff670ca2f230f71739b5b43b50a2b

Observation a657135e-a7c0-4d1a-9a24-30504b938c2f · outbound

This paper cites TRAIL: Trace Reasoning and Agentic Issue Localization.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems TRAIL: Trace Reasoning and Agentic Issue Localization

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:52:39.838967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:96266cf621f228dde1b74b9b37972d954668d32e0e4f66ba763427b4ff0e93cb

Observation ca9e4d0b-e87f-4314-afcb-4852ae32e72f · outbound

This paper cites and Xie, X.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Xie, X

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:52:39.954962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:aa8e585f76a0383dd95346a95341737d837754b8adc213b8df7639ef4f83175d

Observation 85b27b1b-8c22-42ea-b240-1a2bdaed2bf2 · outbound

This paper cites A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence

Reference 31

Resolution
verified exact
local_arxiv, observed 2026-05-19T16:52:39.957986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:e7ecba24a1467e0652616ead4383726ed1d25d4086e9b30f5baed202c9e5b38f

Observation 8f4b1311-32a8-4de5-8741-844a9d52e482 · outbound

This paper cites A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems A Comprehensive Survey of Self-Evolving AI Agents: A New Paradigm Bridging Foundation Models and Lifelong Agentic Systems

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-05-19T16:52:39.842474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:d78a827be85c6398bf65fcd7e1551fec0413f14c371909974c8f9c6e3ed51bb1

Observation 5864164a-bc0a-45dc-a2ac-d2e697738da4 · outbound

This paper cites From flat logs to causal graphs: Hierarchical failure attribution for llm-based multi-agent systems.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems From flat logs to causal graphs: Hierarchical failure attribution for llm-based multi-agent systems

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:52:39.822876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:4fc2e0472d0e44908da91fae2ec3ffb303868ee7d330b821bc1fe54b29119849

Observation 38dbded5-bb68-4c3a-9a47-f26ee83ee66e · outbound

This paper cites and Qian, C.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Qian, C

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.660338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:6e18f2fbea6e1413b8ad8b35ec51f8cadf488703fba831c2dc1973c6a2588b20

Observation 4adfa05b-fffe-4640-b2d1-a25561ff6d6b · outbound

This paper cites verbose database queries correlate with null results.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems verbose database queries correlate with null results

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:52:39.940416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:3c145df96eb715fd57ed85dc107e8877d36be8fd45153f8473efc3540c125e79

Observation 5118db31-cc82-4a6c-b170-816582d474a2 · outbound

This paper cites and Dai, Q.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Dai, Q

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.737147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:a3ea93b3f0d3b26f0694597e158e72c93a0723c4166fb3b27020a55600df50e5

Observation 3e001eee-b3a4-413e-ae46-90d8e32ad6e9 · outbound

This paper cites and Zhang, Z.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Zhang, Z

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.676657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:74cc8fc24a419823eef27328c3e4dd3b0dd89eb8d21374f7f0b02f603216cdd9

Observation 78dbb85b-27d7-4336-a123-c455a66a193a · outbound

This paper cites and Wang, S.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Wang, S

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.727360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:72b8b662fd098e8a0534385cfe4e611b5c708bb2c4f0ea10b6411bba29622dab

Observation 7632474a-e3f6-45d2-a74c-c6ae3249e9d9 · outbound

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

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 40

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T16:52:39.868532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:0f857641ff8caa67b44eb719a95ed7fafbfaea3f3c5cbcbac2343f68cc420df3

Observation c6fd7182-a443-4386-9c22-bcd02e735801 · outbound

This paper cites LLM Multi-Agent Systems: Challenges and Open Problems.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems LLM Multi-Agent Systems: Challenges and Open Problems

Reference 42

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T16:52:40.009148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:9e8ff2a103ae7923be577e89e9e4c468a8611066e9b55562fd60e45283ac2662

Observation d5af5c00-180e-4135-a21e-c864cc208d10 · outbound

This paper cites GPT-4 Technical Report.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems GPT-4 Technical Report

Reference 43

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T16:52:39.992619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:ca47d42cada01e444ec7ab9026315838c8f7b36c149fa5ab691b5e723cd610e8

Observation fbae2b93-84f1-4255-99a2-3dca12c71197 · outbound

This paper cites and Lavril, T.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Lavril, T

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.613453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:8a3398d71d9a08ad37508f2b34112a467ef23ef019493402c66cd3c626c30e8a

Observation 4a31e42a-8d6f-4f5a-b81c-b0073b4a4be2 · outbound

This paper cites and Xu, F.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Xu, F

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.807115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:7a8d81ca3f2e439c8b9d324e756fb35ab222f2811421566d90d4d683ae78145b

Observation c98f392b-a9b9-46f1-bbdb-a828f11e1af5 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.633636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:ef99db24bee54ee7ffdec61bc72f62af73da3a7e67a4472d2e8acdfbebd8bdd3

Observation 9c77fe7b-4cfe-4ce1-ba19-4187cbd2d3c8 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-05-19T16:52:39.887992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:6cc88bf06a7feeff88124a32c40fc80caf5a262c86e1596b1049b36a3eb70b5b

Observation 6bcc69d5-00b5-4467-ba74-461a6fd39462 · outbound

This paper cites The Printing of Mathematics. By T W. Chaundy P.R. Barrett and Charles Batey. Pp. ix, 105. 15s. 1954. (Geoffrey Cumberlege, Oxford University Press.).

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems The Printing of Mathematics. By T W. Chaundy P.R. Barrett and Charles Batey. Pp. ix, 105. 15s. 1954. (Geoffrey Cumberlege, Oxford University Press.)

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.601481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:7894ed4c92c6ebf50ac396e3020307a44bfffc6064c09d56195f761d5fdb3954

Observation 188ea14b-3294-45fc-8cc3-31f37258ad10 · outbound

This paper cites and Goossens, M.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Goossens, M

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.606371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:0a9c1df567bc964bf81d253da7b7ef6564b4edfe3b61dfb0eb2e623accf9e07e

Observation 6b53922c-e54a-4d89-b38a-02eb070f45da · outbound

This paper cites More Math Into LaTeX , year =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems More Math Into LaTeX , year =

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.594327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:425e12b0843f8a3b656a6de2b883ef5fbd47882d9a9ae4695ceb5155f4c72516

Observation 05975644-98d5-4fc3-9d8e-cfea27a11d43 · outbound

This paper cites and Sharp, J.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Sharp, J

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.830067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:f1ea39543cd9fe86c99fe00b441b197a1386c0b7307da13c36bae87dc88dba4a

Observation 579cc84d-2c3d-4438-87ac-ebebd97fc807 · outbound

This paper cites title =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems title =

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.607966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:1f123d59a87973c9f0c414c6dcceb12f44462e07c768cd2c624a107e0ce72749

Observation 93bf6844-feda-44c0-a34c-9b17c3f733af · outbound

This paper cites title =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems title =

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.618405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:d06f260a3fcdbe3abe595b8ebf6bf3eaec675a8efe0a83cc6acbebd36e3e8ea2

Observation fd649e41-8623-4cd9-b564-ee86c7e2a938 · outbound

This paper cites and Join, C.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Join, C

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.576984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:80ce70641035ee6ec945c6491f5e4841eadaae6479f07f8717bf8e4a21ac5d15

Observation 847f201a-ba06-4e80-8045-c8e3b116248b · outbound

This paper cites and Astolfi, A.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Astolfi, A

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.564300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:fe338ea0330421aace25c234d5ad3e617baf5506ea46020c99087f8de956bcc9

Observation f4af26c4-168a-4569-9ade-792b7e50356b · outbound

This paper cites Findings of ACL , pages =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Findings of ACL , pages =

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.567799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:4b93b7990b7ab3ef732db99064b423cfb47a3ec97a7353525e4a7de2980c8138

Observation 91c2f5d0-3f30-4d00-9b70-d8f35c0326e9 · outbound

This paper cites From System 1 to System 2: A Survey of Reasoning Large Language Models.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems From System 1 to System 2: A Survey of Reasoning Large Language Models

Reference 57

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T16:52:39.922293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:fed10ba6f7837b6eb73d961843d601b630c155a11cdee51aab8a6dfc85c9e2e8

Observation 750b49b5-c3fc-416a-8edf-b2810780f14a · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Retrieval-Augmented Generation for Knowledge-Intensive

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.553853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:9ee52720e8e18ea2fcb92805e4128d946f372a8b1e9a1a13dba661d2df98461e

Observation df401221-6fba-4fa3-abf2-d4331c49ff4d · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.552014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:0242d04eb37fe663714b06ed06789794e349072ba74ce43a7dcf5ec38a0d4350

Observation 617dbf39-12ab-4319-987b-8803d610e912 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.555575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:8347bc6e984e4d48344656d5efd679ec415c304616858117636c716777fa2379

Observation b30dba68-dcd0-48f2-83dc-c1e502813cd9 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.559147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:6ab6d9ba2ce16a7a75ba099cfacf937e0f5c92ecf52efebc94cd8ddbce1d0879

Observation 023388ab-2360-4cf1-b8ee-5001f1495895 · outbound

This paper cites Transactions on Machine Learning Research , year =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Transactions on Machine Learning Research , year =

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.571206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:078dd7fb3f4bf38ef2dd2be8c5c96fbec6318b0e8a49c6844eeec2d1736d7471

Observation 5c1abd7f-65d6-4117-a668-afb982ab5d3e · outbound

This paper cites Smith and Ranjay Krishna , title =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Smith and Ranjay Krishna , title =

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.587561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:82f5dd88e85a13c7ccd576a73069f318cc329edb00ea60639676547f05fe0e8c

Observation eb36b82d-6a91-4126-ab10-bb3298245871 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.630297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:978140991f5cd51e9333f429f0b176f529bb6b3ceadcf1983387bd39c33a94cf

Observation 40be9760-05ed-4049-a90c-fdc2d093f423 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.746469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:6d45be8355e6cf590b255aa9584e3a523bd2d3adbbd4f71da5f9b1ccf4a353e5

Observation 65d51e03-1dbc-4fba-a268-53faed4bad52 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 66

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T16:52:39.973502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:2cdd3a771f394e9c1fb3c0a01dba3d04f51bec9b685b068c5e868c14e6cc7807

Observation 8b36a04d-a760-4524-bd76-009911b82e06 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 67

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:53:09.569875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:183499b7b66d74d60e3f9a221f9f28092eddcb46ebd9266a707b477132bf549d

Observation f7269dd8-620e-4004-bac4-31895c4c0d9e · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 68

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:53:09.541995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:1788cc6978c9c498ca05b1f793e223655c541caea3d55c9f02c8253df702cc9f

Observation ff7917c7-1d78-498b-90de-307191140620 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.872915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:23c5eefa4930ff5faede894b69d03089f949b274396ba7fbd6cdeea1291a7fb4

Observation 5b536077-6fd4-46a1-9894-f76cd41f682d · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.874619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:4cf0f5cfa7f41bc8fc0261ff143f1232f53d1349de8453f74a08de8938e4cfc2

Observation 1096e4e0-6b5f-4d3d-8d43-7b04fa691af9 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.876351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:5445b4dbd1a7b5a45bfe2c4add36fcd577a876c17654217561a08e5f63b27ee8

Observation 48621e8d-adc4-475d-adf0-b34bdecefdd1 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:53:09.606795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:8b5bd2e0b53d1de8c4737e7645278d4ceab4e60f4ea6f824fe6fdfaaa6777f03

Observation 1b886e44-18ec-4006-8881-57739ee026f8 · outbound

This paper cites Nature , year =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Nature , year =

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:53:09.590047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:20740be75702d7dc17c55366515a1b9bcf1fa6e18e1fbd807b53d619d1af04c5

Observation 6178280d-e2dc-4e43-bd8a-e65ac588c26f · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:53:09.574000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:c839ecb09f0ef860df60412eba86f2716bd91d53d48028effd683c93c961aabc

Observation ac274d17-5eee-4e7e-a677-ca7209f3c5b2 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 75

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.844337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:61ea97fdf73137e58773a3746844a5ef36a46e812ff5f71ff403491321400e61

Observation abe30411-3c16-49d8-950d-3ce7934f0140 · outbound

This paper cites ACM Computing Surveys , volume =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems ACM Computing Surveys , volume =

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.855390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:adfb533695640d9029bf8fc3d1189792a4e79481bcc176a2b9d03ac7b2aced53

Observation eaab6919-390b-48ec-943b-8a134b705c67 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 77

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.825624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:8d7885674956f46f85bbdd1675b1ab48f1963b56885cda554690543669d7ddcb

Observation 43d91838-68e6-46ef-8885-29a35a8783d4 · outbound

This paper cites FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain Scenarios.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain Scenarios

Reference 78

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:52:40.012053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:116072a0a983b855774cd5cc6531330fe4ed77bb4a609f7ed28e87ff9611dbc1

Observation 55baba47-e0a5-444e-894c-9f7fd0fbe968 · outbound

This paper cites Findings of ACL , year =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Findings of ACL , year =

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.759748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:ab92f698fd93a0bcbb90481ffc62150f6c0113aa4889b1d3954c6e7b95bb5f92

Observation 5643c56f-50f5-427b-8dfe-82311758b7f9 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.754176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:75a380201f6ddf6d030741834e268ddb7e69f2b2b4060b3e1a37d3e5a4b5ea33

Observation 51b1ead1-33be-4e44-b89c-b276f0ebd972 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.767178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:d5e84f1bc87bff122c2ca6011dc96b4fa79e782b28558cdcf9fe13392df5b63b

Observation 675977e6-6b5d-4ca5-86b8-3f882b82d150 · outbound

This paper cites Language Models (Mostly) Know What They Know.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Language Models (Mostly) Know What They Know

Reference 82

Resolution
metadata mismatch
local_arxiv, observed 2026-05-19T16:52:39.832250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:46384ae1efce3abfdcde85fd3eea3d6ba8942e7fa71e9a3873c93770b2353bdc

Observation fcab2d8c-c28b-4fee-9db3-57c0724c1284 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 83

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.787354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:52fe440d230dae145896d2cada46d7204b520f3b8750464aae38547c7a69050e

Observation 35cfc970-99b7-4487-b96c-82f91a831932 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 84

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.851641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:ee5ebc956d524158c988b0d4902a40fb4d079305d90d1fd5a45bcc9574784851

Observation c54d8887-be86-4586-a2b9-175c75feae79 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 85

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:53:09.536492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:566b1ea855b16718e7e6ccf14f89e78a53a329c80445a6d30033bf8c256d619d

Observation 58841288-cc86-4119-8b74-6cce64b50af1 · outbound

This paper cites Transactions of the Association for Computational Linguistics , volume =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Transactions of the Association for Computational Linguistics , volume =

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.693898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:1adc8e5aa340c62fb260dc6c21432d6de8839ce6090c4826327bfed645208b62

Observation f6f18534-9a07-4061-8688-3f708d0bb2c3 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 87

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.700977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:206afca016fe40d51bfbc2ce2d59db6383356fd6c9b38fdbfcff1dd1ad4c171d

Observation 21c640bc-c4ab-407a-bce0-9ea00a0e9861 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 88

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.712880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:8f37d97b0daa65f6cf1f710a27c1da8fefe91942dc9a2323bd45d0264b8377e3

Observation 1dbd3033-781c-4c3c-8707-5184ddaa03d8 · outbound

This paper cites Inference-Time Intervention: Eliciting Truthful Answers from a Language Model , booktitle =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Inference-Time Intervention: Eliciting Truthful Answers from a Language Model , booktitle =

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.688598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:e0ff42a80d566379dd949a2e4883c34df721805d6ad526195af7abda2ee96b02

Observation d18bd8b0-53e6-4d8b-a003-0a05d178aedb · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 90

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:53:09.597842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:55c4bc61ecf9d9b83ef7576a9d59813a9d7f30cd2218be85be0b2b8257721e9b

Observation 7e95e110-b3eb-4073-81ef-227d17ebc97c · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 91

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.704242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:45ac4a8943c67ee195df28b8b75d9dc9c222d83145eb714553647ff2fbc508b9

Observation 3f4aab75-17a5-4e1e-8631-422c73a2c9c5 · outbound

This paper cites and Finn, Chelsea , title =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Finn, Chelsea , title =

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.732130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:a44c59fa3d9d19c179ca98190a460a01c511f31cd49bd07fe3f9e2c9ef9a715e

Observation 11b2609a-1861-453f-820e-2944a4dd3116 · outbound

This paper cites Findings of ACL , year =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Findings of ACL , year =

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.665437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:b1f26d77e9eb54882cf42d3dfd061a0cf6cb877a25d42b65874fbfe233585cfa

Observation dd01d042-cdf3-49a4-9a43-5a442cffe4ca · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 94

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.661999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:ba980ce4c82689039eb7db60416029a84d5dd35dc61bdb9a0b0c7c335ad1705d

Observation 5dfdb630-73a7-4b24-9768-1834aa7b6442 · outbound

This paper cites and Lian, Qing and Wang, Xingyao and Chen, Yangyi and Ji, Heng and Zhang, Tong , title =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Lian, Qing and Wang, Xingyao and Chen, Yangyi and Ji, Heng and Zhang, Tong , title =

Reference 95

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.669633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:0b87816e1de776faf9a42f835d6598481dcb547786816d4ba8b994d6acafab02

Observation f676cd32-ee10-45e3-a4a9-33b1d45d3a08 · outbound

This paper cites arXiv preprint arXiv:2512.19920 , year =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems arXiv preprint arXiv:2512.19920 , year =

Reference 96

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:52:39.884762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:4d12c4a209a22a920f6cbd24bbf875f266bab3a86b494ab80cd0995bcc233c52

Observation 0225d48a-5fbb-496c-8393-35956768a138 · outbound

This paper cites and Abdullah, S.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Abdullah, S

Reference 97

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.774432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:a7ecf1146c25097c3451d9b02a3d75dd21619685bc2ce15fca589f9314b85bb1

Observation fed924d9-1d21-4fe5-ad01-8e392634d6a4 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 98

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.644611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:4e5763ff89b7967c868b40409d2b9ebb1f7424735b569a63a425f1e0541aa10b

Observation 423b95a8-a43c-4552-b46e-f67f8b0c0b8e · outbound

This paper cites Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies , year =.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies , year =

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.642827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:793017c0a3b8086bb67e80e07339bb8657da43de21cb33fa62dc8bd995009d95

Observation 0b70dd18-f414-4151-86d6-63e8e86990a8 · outbound

This paper cites and Li, C.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems and Li, C

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T16:52:40.763450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:ede6bdce6aa09371f8f965005fd8dbddf9636e4aca9c37e2e8a485c73a9bd85e

Observation 325b7d54-91f6-445b-957a-91edaa6ba7aa · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 101

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.671346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:da2b5e668e51927b888e8a7335a9907e10d2fc546760df15e6a92e20943078da

Observation 63d58ef2-e8d8-4dbb-94cd-b91586c87ef0 · outbound

This paper cites an unresolved cited work.

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Unresolved cited work

Reference 102

Resolution
unresolved
raw_fallback, observed 2026-05-19T16:52:40.733777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:f17040a939c628756f907091f8d9daccff7e47b7d8e59fa15aa8ff708248c8bb

Pith citing papers

Observation 0b83ef32-9acc-4271-a8ac-6fb6ef66edcf · inbound

Rethinking Memory as Continuously Evolving Connectivity cites this paper.

Rethinking Memory as Continuously Evolving Connectivity Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

Reference 38

Resolution
verified exact
local_arxiv, observed 2026-06-29T12:33:24.833087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=arxiv_source observed=2026-06-29T12:25:50.220145Z digest=sha256:b30316254624ba1657395e32046a8a0fc340e5ce78647ccd82adfc802f89b4d9

Observation 2cb98c9e-eba9-4fb3-a8ee-d564d273ea45 · inbound

MechMath Agent Team: LLM Driven Agents for Mathematical Research cites this paper.

MechMath Agent Team: LLM Driven Agents for Mathematical Research Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems

Reference 35

Resolution
unresolved
no resolver link, observed 2026-07-11T19:30:43.940487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T19:30:43.940487Z digest=sha256:d8251f7351ef52b87c5270359d1c9817c1e902afbd099a1de9375e20b69c0901