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Paper Citation Record · LEDGER

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems

As of 22 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2508.12314.

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

pith.paper-citation-record.v1
2508.12314 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:28:25.851870Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

  • verified exact1
  • verified fuzzy8
  • unresolved29
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d3f7b704-fa90-425f-8d38-564dfdeab8a9 · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:28:24.929354Z digest=sha256:e997d0ca338b22777309e3f1c97088ebffdadd1fb8bf119593eb5724ba8ebd4e

Observation 598a53e5-f260-47cf-98c9-3cea8a67cf0f · outbound

This paper cites Albert and A.-L.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Albert and A.-L

Reference 2

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source=pdf_text observed=2026-08-15T17:28:24.967959Z digest=sha256:c533c0d6db77339a5b378435d4c0560cf2ef85aec453b727186c7cc276afcaa3

Observation 588e0a59-53c2-4131-9fa4-af0426a1d09f · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 3

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.046962Z digest=sha256:36fe3d2d39eccb17651de5aeb86f2fe4bcb5d5edde8f45d7bb28fcb6e8c89f45

Observation 16074923-7e4e-4ae2-9695-d1e1d1708e95 · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.085440Z digest=sha256:9eada763e64a5d8cbdb104eb69d53870a5c8731d4b224c1babad59335149ad5e

Observation 874eca69-f9c2-4ffe-a802-46ca63000aa8 · outbound

This paper cites Boccaletti, V.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Boccaletti, V

Reference 5

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source=pdf_text observed=2026-08-15T17:28:25.096955Z digest=sha256:e86c105ecd5df788c6308c6190b1d2ebb727d40e4321125579fe8cd00d92d402

Observation a6f45899-de9a-49e5-96a7-9e857099748a · outbound

This paper cites Newman, Networks: An Introduction (Oxford Uni- versity Press, New York, 2010).

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Newman, Networks: An Introduction (Oxford Uni- versity Press, New York, 2010)

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.105546Z digest=sha256:4c7458ada34c9098cd8e3cfedbc94c275d718ec13ae70a92847f182081296ad7

Observation 600ad6bd-f445-45f1-9ae1-1f180b4559e7 · outbound

This paper cites The AI Agent Index.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems The AI Agent Index

Reference 7

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source=pdf_text observed=2026-08-15T17:28:25.109922Z digest=sha256:07407a96b9ddb1a4d6577d24e1c0af8e6fc4334126606e0060fbb868d217a6cc

Observation c33148a1-f39f-41c9-93bf-5df0733c6e73 · outbound

This paper cites Agentic Systems: A Guide to Transforming Industries with Vertical AI Agents.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Agentic Systems: A Guide to Transforming Industries with Vertical AI Agents

Reference 8

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source=pdf_text observed=2026-08-15T17:28:25.114478Z digest=sha256:f9750f29a8d97057ea78008c0d2b5f2635d10fb5a374ffa8cb41b5317b00c5eb

Observation 04d9ea56-042d-47c8-9957-3212b9eb12f0 · outbound

This paper cites Agentic AI: Autonomy, Accountability, and the Algorithmic Society.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Agentic AI: Autonomy, Accountability, and the Algorithmic Society

Reference 9

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source=pdf_text observed=2026-08-15T17:28:25.119429Z digest=sha256:cde6d10ca3f4a8c8e0740552c6b4479e6007650cb5dd9183b54bfb1b5cef1106

Observation d3ee21c1-3ff3-4702-9015-3f378d8e83d6 · outbound

This paper cites Agentic AI Systems Applied to tasks in Financial Services: Modeling and model risk management crews.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Agentic AI Systems Applied to tasks in Financial Services: Modeling and model risk management crews

Reference 10

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source=pdf_text observed=2026-08-15T17:28:25.127560Z digest=sha256:78e9dab1bcce52bff53dae9742bbc642f31eda6f69185ef46ca9e20deec813ed

Observation 8951d27c-28f9-41c0-ab96-f8092ea3fbb2 · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 11

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source=pdf_text observed=2026-08-15T17:28:25.132248Z digest=sha256:a4302281e753d4511e0f98f66eb3184c8e32f929ff13e9183b97f8860d90dde4

Observation f92f39bb-cf95-419f-a384-9acb29855923 · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.136624Z digest=sha256:68c66620b1a6abcc3815981495a36c4102dd33496dfad5088d9bbb318aa2ef1c

Observation 8c27fc92-8e36-4183-b409-94ce63d37383 · outbound

This paper cites Spin glass models for a network of real neurons.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Spin glass models for a network of real neurons

Reference 13

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source=pdf_text observed=2026-08-15T17:28:25.256007Z digest=sha256:0979047f469407cf56638734f355048f67064424c035abbd747000bdb61a6c75

Observation 1db25cba-159e-4a12-b9d4-8d247de53887 · outbound

This paper cites Raissi, P.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Raissi, P

Reference 14

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:28:25.356387Z digest=sha256:d9818748c88e573c042541083e3a4fd0a8762ced915e8524f272d55e39d1e11f

Observation 694e1d84-6088-4c11-a016-38c157cd2674 · outbound

This paper cites Pikovsky, M.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Pikovsky, M

Reference 15

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source=pdf_text observed=2026-08-15T17:28:25.362511Z digest=sha256:4545d33e2b11410ca9e60b1202074f6a58c2607d8514f782f6583fbf16188be8

Observation cb5fcf14-0c99-4506-8e41-29ae9dfd0933 · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 16

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:28:25.366819Z digest=sha256:d2919cc5bd07d5ee50e70b276c587c669654018ddf6a455e21067f3365c8b695

Observation fe0e35c8-b2d1-42b6-9a07-e6390c28f22c · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.370573Z digest=sha256:8b97bb8120436e813cca56e877dca1a7c42bef11f7e5f0d447299e2ac4eed6d7

Observation 788ed291-3070-405d-b877-a870a55ab6af · outbound

This paper cites Kojima, S.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Kojima, S

Reference 18

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raw_fallback, observed 2026-08-15T17:28:27.022399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.374304Z digest=sha256:b88f8d05d811f7a417d6a9acff10d5060b79148e2f621f351e5cf851e43d220b

Observation c3793964-22ec-44f3-8d55-a4faf1ec0f89 · outbound

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

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 19

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source=pdf_text observed=2026-08-15T17:28:25.414722Z digest=sha256:9bc357c7020af206c100449bba753bfee03f4e8195ddd59f7a86b328489c4d5f

Observation c701058a-ff05-44b9-8f0b-eea2dfefa260 · outbound

This paper cites Hu and Z.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Hu and Z

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.512506Z digest=sha256:31d6693d41a8719f6c009e27e4b4f662ad4d13477b2403092641be33a75fe8c8

Observation 85d76805-ec20-4747-a02c-8a2dbd125a85 · outbound

This paper cites Towards Agentic AI Networking in 6G: A Generative Foundation Model-as-Agent Approach.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Towards Agentic AI Networking in 6G: A Generative Foundation Model-as-Agent Approach

Reference 21

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source=pdf_text observed=2026-08-15T17:28:25.539546Z digest=sha256:3260e20d976e71c4479f6af51334bdc2edf3bd974f07086fbad6df643f6a15fa

Observation 4eaeccd1-350a-4ff0-bbe5-84aacec1de89 · outbound

This paper cites Agranat and M.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Agranat and M

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.544521Z digest=sha256:504e9a60079b766c45a6bcfecf3d8946b5cfdb2edf9ab08d5e60a25b9144d531

Observation b58e01e3-5f06-42a1-bb4e-07058d3dec28 · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 23

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.549415Z digest=sha256:21a420fa414f4b00da3a0ce549efd205480bd3c3182f3cd25a26e672c97f7981

Observation 79232936-3bcb-4b22-b4cc-a1c167243d1e · outbound

This paper cites Ni and M.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Ni and M

Reference 24

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.554555Z digest=sha256:78dc5217b1c303dd1f8ed096797fc04fb8ff35eacdf6ae81999589c8e75d4874

Observation 021dc3ac-27bc-4ee1-a3a6-6bf716d98a6d · outbound

This paper cites Open Challenges in Multi-Agent Security: Towards Secure Systems of Interacting AI Agents.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Open Challenges in Multi-Agent Security: Towards Secure Systems of Interacting AI Agents

Reference 25

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source=pdf_text observed=2026-08-15T17:28:25.558737Z digest=sha256:200bf023e0641fe5043923eeab6570e407c7a9f2c96a2bddbbfa9b7da2a4e5e1

Observation 5084f76c-5ea4-42bd-bfbb-2c77f0bfc152 · outbound

This paper cites When Should AI Follow? Task Structure and Joint Adaptation by Human and AI Agents.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems When Should AI Follow? Task Structure and Joint Adaptation by Human and AI Agents

Reference 26

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local_arxiv, observed 2026-08-15T17:28:26.065767Z

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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.588007Z digest=sha256:5608e5f2c3394572b636604ecb1182b658191e6ed58a41b3e470c47736daa5b8

Observation 3e9d41e2-71fa-4f5f-95ca-1d822e1868e8 · outbound

This paper cites A Survey on Context-Aware Multi-Agent Systems: Techniques, Challenges and Future Directions.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems A Survey on Context-Aware Multi-Agent Systems: Techniques, Challenges and Future Directions

Reference 27

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:28:25.659409Z digest=sha256:3cc8830b7e83d97ebee510b10c41be5c5d2ecf3b5908929802af5c7246032296

Observation 96d0b467-7aaa-441c-8eeb-330216c6e108 · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 28

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.672751Z digest=sha256:411cb48a2f172a49d6e848ce5e72defee6be93540d6da47fb524f5c4f77275a5

Observation b9cb2c8d-bd6d-48f7-acd1-aac87817c6de · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 29

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source=pdf_text observed=2026-08-15T17:28:25.677739Z digest=sha256:9759ca3ea7e850d5212c942d72628efc594b20cab4444922311a7f9614086a95

Observation 66163ae7-1859-4be9-baf8-49226ccbbff6 · outbound

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

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems LLM Multi-Agent Systems: Challenges and Open Problems

Reference 30

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source=pdf_text observed=2026-08-15T17:28:25.682554Z digest=sha256:968b4bcb9e3b68ea665ed82f8fd25aa51d594b4d2219bd57e360c61fba6ea0e3

Observation 25a42edc-c365-4d4a-bbc1-029fdd6adceb · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 31

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.687756Z digest=sha256:5865c6110dd78939108b850ed9f897afc69c7d2c8eb22bd584374aa130d35191

Observation 5a4355da-817e-4a9e-b33c-7148098f6265 · outbound

This paper cites Agent AI: Surveying the Horizons of Multimodal Interaction.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Agent AI: Surveying the Horizons of Multimodal Interaction

Reference 32

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source=pdf_text observed=2026-08-15T17:28:25.773423Z digest=sha256:bb47bf72780449ae70e540bcaa9851f50afeadfe1ff062ca8ed95ad2779ac9b8

Observation 39ad0f8e-9ca2-421f-be24-c7f3299c6f0e · outbound

This paper cites Lanham, AI Agents in Action (Manning Publications, New York, 2025).

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Lanham, AI Agents in Action (Manning Publications, New York, 2025)

Reference 33

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raw_fallback, observed 2026-08-15T17:28:26.559352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.831198Z digest=sha256:780b34280d4b58ad0247977ebfb72678aa0f6f696539140fb2de36f57fb010d7

Observation fab87684-26c8-4940-aa43-ba8a342f4a7a · outbound

This paper cites Sapkota, K.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Sapkota, K

Reference 34

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T17:28:25.835306Z digest=sha256:c59903a07f1fab040c226b5623ffbd6e8199af2dc2bdc14f90a55ea087a9eab2

Observation 18f2e36c-47d9-4329-9318-bb4b48002099 · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 35

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raw_fallback, observed 2026-08-15T17:28:26.539056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.839433Z digest=sha256:45022b02cb49c03b36365e3b69d1b8e7f828e24a25342097b73537cb9b274803

Observation 8070ab79-5e45-432e-abbd-988ba02bc614 · outbound

This paper cites an unresolved cited work.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Unresolved cited work

Reference 36

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raw_fallback, observed 2026-08-15T17:28:26.472613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.843745Z digest=sha256:1d91093a4879d2c000766c2012f3bd0ae5969f1fc356764e03620c13de5a6d0e

Observation 59a0266c-d953-4595-8f0a-f953c53c3c69 · outbound

This paper cites Barab´ asi, E.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Barab´ asi, E

Reference 37

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raw_fallback, observed 2026-08-15T17:28:26.330072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.847914Z digest=sha256:4298aa686b62e1f0410dc364044e032873b720b8139a5cc04bb824c51bd3ff7e

Observation 29f7ee82-c4a4-4f0d-8ebc-4520e415f43f · outbound

This paper cites Mitra, A.

Synchronization Dynamics of Heterogeneous, Collaborative Multi-Agent AI Systems Mitra, A

Reference 38

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raw_fallback, observed 2026-08-15T17:28:26.306897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T17:28:25.851870Z digest=sha256:0ddc242f9a894a3809a446df5eb696fd9a1de47e901450f96da5910463d89168

Pith citing papers

No inbound Pith citation observations are available.