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Paper Citation Record · LEDGER

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications

As of 10 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 3 inbound Pith citation observations for arXiv:2508.12683.

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

pith.paper-citation-record.v1
2508.12683 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:22:38.208581Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-01T01:38:42.824342Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T12:55:44.176071Z

Reference resolution

26 of 26 outbound references displayed

  • verified exact2
  • verified fuzzy19
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1563efb7-083a-49ca-ba0c-714495a3cb0a · outbound

This paper cites How to build multi agent ai system, June 2025.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications How to build multi agent ai system, June 2025

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:43.752231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.621140Z digest=sha256:077abf648cf2262255e0477995ba1268f27106f9c6070dd34704dbccdb0d5786

Observation 5d3a8d57-1578-4cd1-9c23-4964f15f10cc · outbound

This paper cites Feudal Multi-Agent Hierarchies for Cooperative Reinforcement Learning.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Feudal Multi-Agent Hierarchies for Cooperative Reinforcement Learning

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T19:22:36.675006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:22:36.675006Z digest=sha256:4153bbedda149e940a7096dfef2eae57321d66fa8b17d2968a69629c4c510d48

Observation 532b8078-05a0-45c1-9b88-6e0895d40436 · outbound

This paper cites Developing multi-agent systems with a FIPA -compliant agent framework.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Developing multi-agent systems with a FIPA -compliant agent framework

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:43.357515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.730240Z digest=sha256:559efbf79976d23ceb15c7ac967b08f44bd2c9fc07de3243b092a54930ea9318

Observation 0c7a8a56-6090-47d0-82b5-8e5d61e3a90f · outbound

This paper cites A multi--agent system for oil field management.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications A multi--agent system for oil field management

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:43.135463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.781138Z digest=sha256:5bd767767eb8d7fef933a9b318824d167263479088292a558970c4fdba4dec82

Observation ae5b85fd-21a5-486f-a1c1-b34472bd8ed9 · outbound

This paper cites Messier, and Sebastian Magierowski.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Messier, and Sebastian Magierowski

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:42.890396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.865475Z digest=sha256:7afe1ceac146ce62ad79edf6990c6146a2c85fbc6acbcbc259d4bf1e1fe6245c

Observation 4caa902e-3d50-474b-bf34-193fa0d6410a · outbound

This paper cites A decentralized hierarchical multi-agent framework for smart grid sustainable energy management.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications A decentralized hierarchical multi-agent framework for smart grid sustainable energy management

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:42.641777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.915109Z digest=sha256:3791ced1c63ab45ef08b523c9ba65f45c43459aaa1718e07ee0ca3e6b6589cc8

Observation ae73eba2-9b97-4e17-9a86-31a92118d698 · outbound

This paper cites an unresolved cited work.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:22:42.402971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.962706Z digest=sha256:84aa65df37bfb058b597bcb5e3c484b79959155160e4207a685ebb5e7598d7c7

Observation e27bd32c-46f5-40e3-8b49-d07d67077fca · outbound

This paper cites Partial global planning: A coordination framework for distributed hypothesis formation.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Partial global planning: A coordination framework for distributed hypothesis formation

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:42.141149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.026002Z digest=sha256:d244bc2823f26a4c53ab33fb0d1293e9012ddcbc63924d18c27bd8df6db68894

Observation f813f270-397c-40d6-97af-9e438b33c43a · outbound

This paper cites Hierarchical Consensus-Based Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Hierarchical Consensus-Based Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-05T19:22:39.494275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.083587Z digest=sha256:1a8af023a1cadc83ae36ebe60a5608565b444a16032a763423cb0724e5dbdd6b

Observation 0b586572-579f-4426-ad1a-91ad2c556d02 · outbound

This paper cites Practical drone delivery.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Practical drone delivery

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:41.978727Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.112201Z digest=sha256:59eb32b5fb5a9c5ef59e265e92040a61edbdcca51a8dfaa95b7946045ab3c34f

Observation 0101d85c-410d-4cb4-b0a2-78f4611b5783 · outbound

This paper cites A taxonomy for autonomous LLM --powered multi--agent architectures.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications A taxonomy for autonomous LLM --powered multi--agent architectures

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:41.866253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.187734Z digest=sha256:65d2bc3923f094b7b4b035807d143d0f046265fc67ab23aea61d61d4d34e5f8e

Observation 0dd4534c-0724-4a97-a6ec-c4216131ced6 · outbound

This paper cites Hanga and Yevgeniya Kovalchuk.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Hanga and Yevgeniya Kovalchuk

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:41.709023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.249182Z digest=sha256:da8847f81beb31da6c22cdac8d8554fb86efd6040309172ecdb4a9b8935938df

Observation ca70c1b6-d807-43a3-bfdc-6ccc8d0a32b8 · outbound

This paper cites A survey of multi-agent organizational paradigms.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications A survey of multi-agent organizational paradigms

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:41.508339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.303493Z digest=sha256:0437ed7fb1dbe32861b431393841dec943548f3c8b504bba8e054bdf2d430392

Observation 10760a37-9277-49c9-b0fa-89d9980121c0 · outbound

This paper cites A large-scale uav swarm confrontation method based on fuzzy reinforcement learning.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications A large-scale uav swarm confrontation method based on fuzzy reinforcement learning

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:41.375645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.347166Z digest=sha256:9620f122262ecf41ddd34ebb113748a449dafcfaa8d4259034e5ef13146b58e7

Observation 0919e03c-a646-4d91-ba4f-725b80d101d1 · outbound

This paper cites Malone and Kevin Crowston.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Malone and Kevin Crowston

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:41.238124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.404274Z digest=sha256:5902156c2cb0212f132005b62a28025bd4d9922cc3e1c9eab0a97a9788438f0d

Observation 1cee8330-8ce5-43fb-8de0-d40a880e21bf · outbound

This paper cites Moradi, Saleh Razini, and Mahdi Hosseinian.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Moradi, Saleh Razini, and Mahdi Hosseinian

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:41.045987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.485625Z digest=sha256:cd07bf39698edc971a0effd2dbcd09bdbb4b64233eb16c17254eb4caa3a73560

Observation 95ff0aa2-f921-4e88-b593-aeb81c453c21 · outbound

This paper cites SPADE 3: Supporting the new generation of multi-agent systems.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications SPADE 3: Supporting the new generation of multi-agent systems

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:40.877231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.562516Z digest=sha256:b8f2a7d50880410fef5210dee8156f5b04cdb4324360d6d52ff71a54f3d6ce98

Observation e00ca93d-a288-4aa8-8ea9-1cb8a8cb37ac · outbound

This paper cites Computational trust and reputation models for open multi-agent systems: a review.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Computational trust and reputation models for open multi-agent systems: a review

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:40.691182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.610125Z digest=sha256:60fdb86c84b7b5b485312ba3804056ce4359e20e30c183deae72bb294f87a19d

Observation e2ca0779-851f-431c-95be-34b50da16c83 · outbound

This paper cites Hierarchical multi-agent reinforcement learning for repair crews dispatch control towards multi-energy microgrid resilience.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Hierarchical multi-agent reinforcement learning for repair crews dispatch control towards multi-energy microgrid resilience

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:40.453611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.670761Z digest=sha256:58134b4f2f87743d5110d2775f40fdc0d33c25fb93f0c417d4faf6314c195d04

Observation 86130484-f6fd-4ef3-8399-09031fdac0f1 · outbound

This paper cites Reynolds.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Reynolds

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:40.278631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.728178Z digest=sha256:5ec74ad00f6bc23da40bf56b270b0e9e5ef73a5d77eb24731fe37d2cc33e048c

Observation 33e75642-ec1c-41f6-add4-6e27c66bddb0 · outbound

This paper cites an unresolved cited work.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-05T19:22:40.094872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.767171Z digest=sha256:fe569a6885ed0c425c0362850723e4cfa68779c8d723cecbd95ec5a545113921

Observation ee5e4607-5d71-41cd-b870-92f0bca418e1 · outbound

This paper cites Multi-Agent Coordination across Diverse Applications: A Survey.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Multi-Agent Coordination across Diverse Applications: A Survey

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-05T19:22:37.887870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:22:37.887870Z digest=sha256:cca4d8f792521cbbcf81b2ab63f9f0f663f77367b887bdbb1aa1c3e61f1db430

Observation 3209cc71-f51e-4af0-9b53-0ff260775ee8 · outbound

This paper cites ROMA: Multi-Agent Reinforcement Learning with Emergent Roles.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications ROMA: Multi-Agent Reinforcement Learning with Emergent Roles

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T19:22:37.980089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T19:22:37.980089Z digest=sha256:a5b3dc76d7cb1099c0db697ee03029f0c6d7e1c6ea53fccd6fa9f1305923e1f9

Observation 7c7f5f21-b23d-4466-a92b-588fd977b861 · outbound

This paper cites Jennings, and David Kinny.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Jennings, and David Kinny

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:39.859130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:38.065142Z digest=sha256:c8e08c94c496706e983ff07d974b0a49a7e0fd7bfcb2b0527f2ce901fa2a0151

Observation fa52267e-f5c8-488f-a7e9-858f4a7b66ee · outbound

This paper cites Autogen: Enabling next-gen LLM applications via multi-agent conversation, October 2023.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Autogen: Enabling next-gen LLM applications via multi-agent conversation, October 2023

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T19:22:39.668157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:38.118611Z digest=sha256:ead1ec8b5919f66f4908ee9bb9da4c9812e4d8c2705a7880e8b48d5f10d78efa

Observation 420986ea-21ad-4340-b7c4-b56e10800b76 · outbound

This paper cites Jennings, and Michael Wooldridge.

A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications Jennings, and Michael Wooldridge

Reference 26

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T19:22:39.299654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-08-05T19:22:38.208581Z digest=sha256:eec5b82c2f01b8c68fab1aff95b870a88b6dbbe42de7f5e8023ff0ae7a66b9a3

Pith citing papers

Observation fbe89332-ca43-4460-97c5-e5d3a7ad91b1 · inbound

When Does Hierarchy Help? Benchmarking Agent Coordination in Event-Driven Industrial Scheduling cites this paper.

When Does Hierarchy Help? Benchmarking Agent Coordination in Event-Driven Industrial Scheduling A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-14T02:23:37.914459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-14T02:19:10.912487Z digest=sha256:14d0ea7fc2ce66b871901ec798253d40a7d9a929c62158f9267ecfc61267a5b3

Observation f64b05e2-07b0-4428-bf88-1534bb89469c · inbound

How to Steer Your Multi-Agent System: Human-LLM Collaborative Planning cites this paper.

How to Steer Your Multi-Agent System: Human-LLM Collaborative Planning A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-05-25T05:05:22.422424Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-25T05:04:36.004115Z digest=sha256:b16cb7ee8043e1826cc017005029276c6f38accdd3c8100c1a26bab4cc0640e5

Observation e41dca7d-e187-47c6-9e8f-ccd70d2f18c6 · inbound

A Systematic Approach to Multi-Agent AI from Advanced Regulatory Control Theory: Safe and Auditable LLM Operator Agents for Process Control cites this paper.

A Systematic Approach to Multi-Agent AI from Advanced Regulatory Control Theory: Safe and Auditable LLM Operator Agents for Process Control A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications

Reference 15

Resolution
verified exact
arxiv_id, observed 2026-07-01T12:55:44.177740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-07-01T01:38:42.824342Z digest=sha256:948ee646af2c42237fac4e7f962956a6db843001d496f46f337f30e593d9ffb0