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Paper Citation Record · LEDGER

Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 15 inbound Pith citation observations for arXiv:2502.11098.

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

pith.paper-citation-record.v1
2502.11098 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 15 of 15 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T13:52:06.215894Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T16:52:39.969066Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 39ece59c-66f4-4406-b021-6e9416d17754 · inbound

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review cites this paper.

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 230

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T02:57:38.178737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-15T02:57:37.873567Z digest=sha256:aa63e390370c231067d1b6d1086fc657f03cb1652cc05f32570e796be6b1ec94

Observation 3bf54df7-142d-4d18-b03e-bad26aaca308 · inbound

Multi-level Value Alignment in Agentic AI Systems: Survey and Perspectives cites this paper.

Multi-level Value Alignment in Agentic AI Systems: Survey and Perspectives Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 186

Resolution
unresolved
no resolver link, observed 2026-08-07T04:46:04.702757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:46:04.702757Z digest=sha256:ee3de71e623975f085f9c70f0695fb0244380ea0f7468a6c3be1e616416fc834

Observation e0266041-d159-46df-a022-dfcc99a9d8cd · inbound

A Hybrid Multi-Agent Prompting Approach for Simplifying Complex Sentences cites this paper.

A Hybrid Multi-Agent Prompting Approach for Simplifying Complex Sentences Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T04:07:20.740761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:07:20.740761Z digest=sha256:a85f4191640bc88e103a28927a4a362e74ec185d0fe37621f6b7add8f6208d8d

Observation 32d3b9e3-49f3-4a89-a450-e78994d188f0 · inbound

OMS: On-the-fly, Multi-Objective, Self-Reflective Ad Keyword Generation via LLM Agent cites this paper.

OMS: On-the-fly, Multi-Objective, Self-Reflective Ad Keyword Generation via LLM Agent Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T20:36:41.267153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:36:41.267153Z digest=sha256:f7607e3bd64256af4211941c70f69fdd24b93715f1287eef66e35d5547f41782

Observation a5a3d8fe-8f36-4e44-b94f-8deecbe99c67 · inbound

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs cites this paper.

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T20:19:20.136505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:19:20.136505Z digest=sha256:9a51207071dfbee94a5f05d4830b3005e2dee822409ab9ce42c1a64919235e2b

Observation b7211faf-d9f7-48ba-bbf1-f324fc62190d · inbound

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects cites this paper.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T12:52:01.496720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T12:52:01.496720Z digest=sha256:63023a3e61411ce6ed1f568ff99dbeb673c4bcca5b0c859d9adc4a6ad7308ea4

Observation 8afb29aa-a2ea-4201-a5d4-9ba04cf0a1ae · inbound

Benchmarking Agentic Newswriting via Journalistic Workflows cites this paper.

Benchmarking Agentic Newswriting via Journalistic Workflows Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T13:38:27.426989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:38:27.426989Z digest=sha256:88e0e45a209c99c4d524de50e7538d059eea798b91426b7eb7298db502487df0

Observation c792e183-af0e-4b90-985f-fd7f28eac0b5 · inbound

Latent Collaboration in Multi-Agent Systems cites this paper.

Latent Collaboration in Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-03T20:17:51.176668Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T20:17:51.176668Z digest=sha256:4dbb40c09503cb2319b8705906e97c71d09cddf6c913b7a7cb992b4773369904

Observation 5e690024-23de-4b3d-a1b5-3b4680f2a64f · inbound

Latent Collaboration in Multi-Agent Systems cites this paper.

Latent Collaboration in Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-04T06:52:33.578714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T06:52:33.578714Z digest=sha256:c25500093f5ab0c259e578e3da72b21a988b77b6f59207fa7b263122d208ea1f

Observation 7919d93a-9bae-43b8-8324-ec3aaffd2643 · inbound

NetworkGames: Simulating Cooperation in Network Games with Personality-driven LLM Agents cites this paper.

NetworkGames: Simulating Cooperation in Network Games with Personality-driven LLM Agents Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-17T04:59:04.109095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-17T04:55:27.824751Z digest=sha256:82e795ed7db402c0b6c9aab34be2dfc236c0896c0dde53c386077f59029a8fea

Observation eeb93e3a-f6f1-464c-9a8a-e7b229c56c0c · inbound

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.

The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-02T22:58:11.554862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T22:58:11.554862Z digest=sha256:e8f3cbf6a392c062682decddeb8015e7bf17a90a320b957cffdce242d1e6eccf

Observation 52ede1ca-ae96-4dc4-be5d-f291a8d54bd8 · inbound

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

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 212

Resolution
verified exact
arxiv_id, observed 2026-05-15T03:08:57.857480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-05-15T03:07:38.232966Z digest=sha256:6f3fdf4ea7eac11a8e6aae62d3342e6ed27da9e3cb5b3409288cf90aa3069558

Observation 748af88c-9524-410f-8167-b8e798d3f264 · inbound

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

Beyond Individual Intelligence: Surveying Collaboration, Failure Attribution, and Self-Evolution in LLM-based Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 213

Resolution
verified exact
arxiv_id, observed 2026-05-19T16:52:39.970717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-05-19T16:51:13.491389Z digest=sha256:055e55b86f59b7b1c7e868eb06cb75803b54eec1eb48dd3cf41bd756d9480ae5

Observation a4f3ac0c-5257-43f4-b35d-d1ed745790bc · inbound

Faithful, Not Corrective: Message-Format Effects in Multi-Hop Agent Relays Are Tier-Dependent cites this paper.

Faithful, Not Corrective: Message-Format Effects in Multi-Hop Agent Relays Are Tier-Dependent Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 16

Resolution
unresolved
no resolver link, observed 2026-07-14T18:00:19.323220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T18:00:19.323220Z digest=sha256:93be5712904f6614131ae308f9e0301cd2c72d9bd288a2bcd3efa16be14bba78

Observation b3bee6ef-8675-4e63-a83e-471646efa1dd · inbound

StateBridge: Training-free Hidden-state Alignment for Latent Communication in LLM Multi-Agent Systems cites this paper.

StateBridge: Training-free Hidden-state Alignment for Latent Communication in LLM Multi-Agent Systems Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-14T13:52:06.215894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-14T13:52:06.215894Z digest=sha256:9a292a72b40828864cffeef40a0175d1a2938991045610a99e7542b5920acf23