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Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.621140Z digest=sha256:f49c6ec24b29dc773626f4644766d8f6e5c7ebcaad00fd39742e721e028d2b40

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=sha256:51e7f19e955ce008c3086afb47ed3e3dbc7a169aeb4d6d1427cb4353af7e9265

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.730240Z digest=sha256:1d32bbe89dd0bfae483e4f58929f84c8ab02ae4eb8fc1febc99b67c6f0ff6b90

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.781138Z digest=sha256:5924ab38dab033cca32cfc36d82de205ffcf2e611c3771b7983ab10d79410b51

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.865475Z digest=sha256:dd6148069a79f8d1a4a834ef43a2e0584e2822d32e823f326a0aa73ebfc118ef

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.915109Z digest=sha256:4f0b53f21681a1ffa3785876e92c9bf8a2db7c35e537a3d115c170f790197df2

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:36.962706Z digest=sha256:cc2fd51fb4d184ab6d60866386c2fadc469d38f2c47a3364773f13394d5ee231

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.026002Z digest=sha256:a79e8711058d1ad720b263780e9fddd50d74ad5b1ea579d0da7630caa7db1ba0

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.083587Z digest=sha256:2a0c3b7f16992e3d9e6bdc6b83010d797c599d41de33de3a0a4813fe0750e77b

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.112201Z digest=sha256:c1d365a97290264cb845fa426fa8330c05019fb4a54d750e2d654704001ea23d

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.187734Z digest=sha256:6d436c13991b56fdffc20e580afe4c537b4374d313afc092c5dfcf7fc45199fa

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.249182Z digest=sha256:65470c4d34228a7cf2602a2872d0b2256418efd7c36370c405b39c1d6fa36a4b

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.303493Z digest=sha256:a88bbf1bedece1bd44f2527c87c8f8754f71cc0f7da37ec3011c014c3a542697

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.347166Z digest=sha256:780f87bedbf27f012966513098dc8bf8f708f7e8111b9e767d4989dd78fd7e3f

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.404274Z digest=sha256:76bf08d06358729be24529deaa583020bd598511d30fbff7f2125f0f1415c84d

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.485625Z digest=sha256:b1e977f313bbee4847a42750e3c90625f1614c588de953f6849ceba18d969cc4

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.562516Z digest=sha256:16e5ad1055c179c03c35e8ed1f1e5829d28e0ebd11bf72bf4a7a885afe54bb81

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.610125Z digest=sha256:85b7f0ce14715fe12086b091de39b08506cf057952222b3d6c3c08371b1d76ba

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.670761Z digest=sha256:512cb5959d612cd4f3871bea944d1c6102ec7aced8c0a76e0a92ca13640ec920

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.728178Z digest=sha256:e4cac13e8387214a0d8d50aedd2d45fd8625f29c0d7af2b0a101797cc093bbe0

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:37.767171Z digest=sha256:376744586e279522ea1f6df441bfa94ae07ea41376219c31d280800895f99ec3

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:f5c01b03d9bea14571943c43c67d51fddec2e3f07b66b13037cc05274b71e428

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:c896eb6d22efb2b2dd99dc7f97ad07fce2f69ce4710e03f517f91d03ad56a185

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:38.065142Z digest=sha256:98a14f3e7638f8c9993c75179059d1fe1fb372b68d41bd5b230002e4f91c60ca

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:38.118611Z digest=sha256:b5e6b915ecfb06c13223f9b113e7659ec5b9a0850482ce046e28d68f626f310f

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-05T19:22:38.208581Z digest=sha256:d6d9c4e1a7a9a7bef5298a53e3e24cf495f0267734a497109fbaf58d7b375269

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-14T02:19:10.912487Z digest=sha256:8868cc40e3f465720f036dd71c5f015bfdb5eb341506f40d3cfc8fb9132b85b3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-25T05:04:36.004115Z digest=sha256:2d517d56615ea646c300a1cf56bb683145e48ce864e2fbfeb6a409a3b9d49fe5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-07-01T01:38:42.824342Z digest=sha256:de6fcd268709b4ad0ec878eace32043b994971eee2fb113a41fd4dc967d85472