{"as_of":"2026-08-11T08:59:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:5b2e1ef293b2db85218c51ca48f51c8abd7863de68472f5082ae6c9f351af823","coverage":[{"denominator":26,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":26,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T19:22:38.208581Z","state":"measured"},{"denominator":29,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":29,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-11T06:34:44.6726+00:00","state":"measured"},{"denominator":3,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":3,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-01T01:38:42.824342Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-07-01T12:55:44.176071Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"cited_work":{"arxiv_id":"2508.12683","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2508.12683","snapshot_observed_at":"2026-07-01T12:55:44.176071Z","title":"A taxonomy of hierarchical multi-agent systems: Design patterns, coordination mechanisms, and industrial applications","venue":null,"work_id":"b3f71da0-9c7c-4d00-b867-6866c7def3dc","year":2025},"citing_paper":{"arxiv_id":"2605.13172","last_updated":"2026-05-13T08:33:28Z","snapshot_observed_at":"2026-07-06T23:24:47.309044Z","submitted_at":"2026-05-13T08:33:28Z","title":"When Does Hierarchy Help? Benchmarking Agent Coordination in Event-Driven Industrial Scheduling","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-05-14T02:19:10.912487Z"},"links":{"cited_paper":"/paper/2508.12683","citing_paper":"/paper/2605.13172"},"observation_digest":"sha256:f92cfb44d5542ac7b9f08e60360c56d8113405b2689b07f025e79bc65b496ddb","observation_id":"fbe89332-ca43-4460-97c5-e5d3a7ad91b1","resolution":{"observed_at":"2026-05-14T02:23:37.914459Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"cited_work":{"arxiv_id":"2508.12683","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2508.12683","snapshot_observed_at":"2026-07-01T12:55:44.176071Z","title":"A taxonomy of hierarchical multi-agent systems: Design patterns, coordination mechanisms, and industrial applications","venue":null,"work_id":"b3f71da0-9c7c-4d00-b867-6866c7def3dc","year":2025},"citing_paper":{"arxiv_id":"2605.23023","last_updated":"2026-05-21T20:47:18Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2026-05-21T20:47:18Z","title":"How to Steer Your Multi-Agent System: Human-LLM Collaborative Planning","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-05-25T05:04:36.004115Z"},"links":{"cited_paper":"/paper/2508.12683","citing_paper":"/paper/2605.23023"},"observation_digest":"sha256:6949363190dc548e49fba07c17f8c4f2b91bb203ab53d75cf58e74f2b0722c37","observation_id":"f64b05e2-07b0-4428-bf88-1534bb89469c","resolution":{"observed_at":"2026-05-25T05:05:22.422424Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"cited_work":{"arxiv_id":"2508.12683","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2508.12683","snapshot_observed_at":"2026-07-01T12:55:44.176071Z","title":"A taxonomy of hierarchical multi-agent systems: Design patterns, coordination mechanisms, and industrial applications","venue":null,"work_id":"b3f71da0-9c7c-4d00-b867-6866c7def3dc","year":2025},"citing_paper":{"arxiv_id":"2606.30877","last_updated":"2026-06-29T20:07:47Z","snapshot_observed_at":"2026-08-06T17:44:27.451481Z","submitted_at":"2026-06-29T20:07:47Z","title":"A Systematic Approach to Multi-Agent AI from Advanced Regulatory Control Theory: Safe and Auditable LLM Operator Agents for Process Control","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-07-01T01:38:42.824342Z"},"links":{"cited_paper":"/paper/2508.12683","citing_paper":"/paper/2606.30877"},"observation_digest":"sha256:420d8ac88d3f686f7881b5499be4e8cb9a85ddc1ae2b1f01b82efbb0776d121b","observation_id":"e41dca7d-e187-47c6-9e8f-ccd70d2f18c6","resolution":{"observed_at":"2026-07-01T12:55:44.177740Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2508.12683/citation-record","integrity":"/paper/2508.12683/integrity","json":"/paper/2508.12683/citation-record.json","paper":"/paper/2508.12683"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:43.613143Z","title":"How to build multi agent ai system, June 2025","venue":null,"work_id":"a56a8a88-5545-4832-af57-3043a5407c85","year":2025},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:36.621140Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:a455008ecf139acf24a8796e3711d5035a0228ad63a2c9e984ac2d4be868cbc7","observation_id":"1563efb7-083a-49ca-ba0c-714495a3cb0a","resolution":{"observed_at":"2026-08-05T19:22:43.752231Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1901.08492","last_updated":"2019-01-24T16:44:16Z","snapshot_observed_at":"2026-07-06T07:28:48.758265Z","submitted_at":"2019-01-24T16:44:16Z","title":"Feudal Multi-Agent Hierarchies for Cooperative Reinforcement Learning","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1901.08492","snapshot_observed_at":"2026-08-05T19:22:36.675006Z","title":"Feudal multi-agent hierarchies for cooperative reinforcement learning","venue":null,"work_id":null,"year":1901},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:36.675006Z"},"links":{"cited_paper":"/paper/1901.08492","citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:4153bbedda149e940a7096dfef2eae57321d66fa8b17d2968a69629c4c510d48","observation_id":"5d3a8d57-1578-4cd1-9c23-4964f15f10cc","resolution":{"observed_at":"2026-08-05T19:22:36.675006Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:43.241364Z","title":"Developing multi-agent systems with a FIPA -compliant agent framework","venue":null,"work_id":"f84158fc-f710-445c-821b-f420e3ef81b8","year":2001},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:36.730240Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:ff60242b7316397fa4647c632768f8ac9b30366f66356a8f61b86dfa94d42c14","observation_id":"532b8078-05a0-45c1-9b88-6e0895d40436","resolution":{"observed_at":"2026-08-05T19:22:43.357515Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:43.045571Z","title":"A multi--agent system for oil field management","venue":null,"work_id":"124e355e-1bc1-40bd-9c2d-ce0a0757da31","year":2013},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:36.781138Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:6d7dfcf8028f31d8a0a346a714caeb8e437616a502de3884050ccd216f3d5617","observation_id":"0c7a8a56-6090-47d0-82b5-8e5d61e3a90f","resolution":{"observed_at":"2026-08-05T19:22:43.135463Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:42.777450Z","title":"Messier, and Sebastian Magierowski","venue":null,"work_id":"e9b0d83f-4ea6-485e-a0dd-88845a3a3d04","year":2017},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:36.865475Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:a411e6ad25519917afda0aa72de56cb46dfad09a2ad0167de35d6994ee772d82","observation_id":"ae5b85fd-21a5-486f-a1c1-b34472bd8ed9","resolution":{"observed_at":"2026-08-05T19:22:42.890396Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:42.544898Z","title":"A decentralized hierarchical multi-agent framework for smart grid sustainable energy management","venue":null,"work_id":"316b934a-edd3-494d-be25-0a8ad0e71ca3","year":2025},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:36.915109Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:a6d1cfdb7137b7ffb7f7d427550ee00342563f26a12145e85e520d02c1d30464","observation_id":"4caa902e-3d50-474b-bf34-193fa0d6410a","resolution":{"observed_at":"2026-08-05T19:22:42.641777Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:42.274517Z","title":null,"venue":null,"work_id":"035bdad0-9f51-415e-9e1a-149eaf6eb35a","year":1996},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:36.962706Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:dfe0a654f04a6e738922d1d2fe754633c265d8665aac6a926b334cd9665fe909","observation_id":"ae73eba2-9b97-4e17-9a86-31a92118d698","resolution":{"observed_at":"2026-08-05T19:22:42.402971Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:42.046831Z","title":"Partial global planning: A coordination framework for distributed hypothesis formation","venue":null,"work_id":"8209f1c4-e44e-4fcb-b6d4-3851bc9c6c2e","year":1991},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.026002Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:34b50f4b692ea1dbcfb01ddb499d3df5b50dcf85f988f41aa539028887f58e11","observation_id":"e27bd32c-46f5-40e3-8b49-d07d67077fca","resolution":{"observed_at":"2026-08-05T19:22:42.141149Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2407.08164","last_updated":"2024-08-23T13:07:46Z","snapshot_observed_at":"2026-08-10T22:24:39.793144Z","submitted_at":"2024-07-11T03:55:55Z","title":"Hierarchical Consensus-Based Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks","version":2},"cited_work":{"arxiv_id":"2407.08164","doi":null,"metadata_source":"pith","pith_arxiv_id":"2407.08164","snapshot_observed_at":"2026-08-05T19:22:39.432448Z","title":"Hierarchical Consensus-Based Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks","venue":"cs.AI","work_id":"91c0025e-4a76-443c-9d2d-2fa53f6508e5","year":2024},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.083587Z"},"links":{"cited_paper":"/paper/2407.08164","citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:50e03577d43b243df23aa63275ef6f2dcecf4d7e27ccca6199f4f6f36ed9dfbb","observation_id":"f813f270-397c-40d6-97af-9e438b33c43a","resolution":{"observed_at":"2026-08-05T19:22:39.494275Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:41.916393Z","title":"Practical drone delivery","venue":null,"work_id":"48c767b1-44b7-44ee-8c48-a5f344dbdd13","year":2019},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.112201Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:22132d331be73f9720d0bb857bb985f256b0c53431199591e968ce66ac6b8c69","observation_id":"0b586572-579f-4426-ad1a-91ad2c556d02","resolution":{"observed_at":"2026-08-05T19:22:41.978727Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:41.797165Z","title":"A taxonomy for autonomous LLM --powered multi--agent architectures","venue":null,"work_id":"f4a310f2-4331-4401-b279-a65041bfd6c9","year":2023},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.187734Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:4c08c33d91eeacf6adf8fb64b572ac413cc4e7b773f222ddf9af7c930ce29649","observation_id":"0101d85c-410d-4cb4-b0a2-78f4611b5783","resolution":{"observed_at":"2026-08-05T19:22:41.866253Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:41.635989Z","title":"Hanga and Yevgeniya Kovalchuk","venue":null,"work_id":"2df68df1-542b-4e5e-a3bf-b6f1921b9eea","year":2019},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.249182Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:1fcf550be51ffff9bd2f60ec5279b834598a78856f7581f8a4f573fc21b35605","observation_id":"0dd4534c-0724-4a97-a6ec-c4216131ced6","resolution":{"observed_at":"2026-08-05T19:22:41.709023Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:41.427143Z","title":"A survey of multi-agent organizational paradigms","venue":null,"work_id":"059135c8-8e7c-4c00-9eaf-df63c7125bb6","year":2004},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.303493Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:61941dbb6805a411efe9be781f7b39a0a5805c3a60056746c85395d00a5c9bc4","observation_id":"ca70c1b6-d807-43a3-bfdc-6ccc8d0a32b8","resolution":{"observed_at":"2026-08-05T19:22:41.508339Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:41.305431Z","title":"A large-scale uav swarm confrontation method based on fuzzy reinforcement learning","venue":null,"work_id":"7cf06adf-7561-4d00-96af-f21572e59e08","year":2025},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.347166Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:569cacd0eb5b868017fdfa8dd5e371feea9a27c5e07dd4203b8a7361de2b426c","observation_id":"10760a37-9277-49c9-b0fa-89d9980121c0","resolution":{"observed_at":"2026-08-05T19:22:41.375645Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:41.192304Z","title":"Malone and Kevin Crowston","venue":null,"work_id":"cf2d023e-f8f9-4f21-acbb-473ef42566c7","year":1994},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.404274Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:a9ddca1f6c217afc5d24953b407db7e09df2e48892b8702ff6b6aef6503bb4aa","observation_id":"0919e03c-a646-4d91-ba4f-725b80d101d1","resolution":{"observed_at":"2026-08-05T19:22:41.238124Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:40.980592Z","title":"Moradi, Saleh Razini, and Mahdi Hosseinian","venue":null,"work_id":"9c5a2db4-e006-4db1-afb3-bb8b4765a6d1","year":2016},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.485625Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:227c9018a9a01767a36a6ff53df68ad8d9ad00a013c15626e3de3566609eceb9","observation_id":"1cee8330-8ce5-43fb-8de0-d40a880e21bf","resolution":{"observed_at":"2026-08-05T19:22:41.045987Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:40.801235Z","title":"SPADE 3: Supporting the new generation of multi-agent systems","venue":null,"work_id":"e8168717-35e4-41d9-98ed-7583de3696fb","year":2020},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.562516Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:eff21f135b280f3375b49d03337a1acd498f885c30d8308f5484c8c03d0e6e36","observation_id":"95ff0aa2-f921-4e88-b593-aeb81c453c21","resolution":{"observed_at":"2026-08-05T19:22:40.877231Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:40.595021Z","title":"Computational trust and reputation models for open multi-agent systems: a review","venue":null,"work_id":"a9aa60e5-6be2-4953-acd7-8c0aaa366c38","year":2011},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.610125Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:795fa1bd78c3dee283574e43d4a65edb3cd18cb99b4531e4ff355ae8c6e61058","observation_id":"e00ca93d-a288-4aa8-8ea9-1cb8a8cb37ac","resolution":{"observed_at":"2026-08-05T19:22:40.691182Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:40.375285Z","title":"Hierarchical multi-agent reinforcement learning for repair crews dispatch control towards multi-energy microgrid resilience","venue":null,"work_id":"a04fe28e-dee6-4dde-8483-19aaf5925355","year":2023},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.670761Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:5ae5bcc949a2ea18ac753efe2502631a0450a02e9a146e9d6637e6f4a1641a30","observation_id":"e2ca0779-851f-431c-95be-34b50da16c83","resolution":{"observed_at":"2026-08-05T19:22:40.453611Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:40.196917Z","title":"Reynolds","venue":null,"work_id":"a7119859-2c24-4003-8b34-f8d90c01e554","year":1987},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.728178Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:d89e7292cf8af519c2f56c07962148cab36fc8dc25fb22161c2709656470173e","observation_id":"86130484-f6fd-4ef3-8399-09031fdac0f1","resolution":{"observed_at":"2026-08-05T19:22:40.278631Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:39.985240Z","title":null,"venue":null,"work_id":"06f8dfba-4395-46db-b244-cc8d0bb053fc","year":1980},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.767171Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:532abfb74a66923425baacf3aa8f54ca0ea22d9103b4ac9d57f7d8ad2ec2f78c","observation_id":"33e75642-ec1c-41f6-add4-6e27c66bddb0","resolution":{"observed_at":"2026-08-05T19:22:40.094872Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.14743","last_updated":"2025-02-21T02:41:44Z","snapshot_observed_at":"2026-08-07T18:01:22.870258Z","submitted_at":"2025-02-20T17:12:45Z","title":"Multi-Agent Coordination across Diverse Applications: A Survey","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.14743","snapshot_observed_at":"2026-08-05T19:22:37.887870Z","title":"Multi-agent coordination across diverse applications: A survey","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.887870Z"},"links":{"cited_paper":"/paper/2502.14743","citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:cca4d8f792521cbbcf81b2ab63f9f0f663f77367b887bdbb1aa1c3e61f1db430","observation_id":"ee5e4607-5d71-41cd-b870-92f0bca418e1","resolution":{"observed_at":"2026-08-05T19:22:37.887870Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2003.08039","last_updated":"2020-07-04T08:37:46Z","snapshot_observed_at":"2026-08-10T03:56:00.709199Z","submitted_at":"2020-03-18T04:29:42Z","title":"ROMA: Multi-Agent Reinforcement Learning with Emergent Roles","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2003.08039","snapshot_observed_at":"2026-08-05T19:22:37.980089Z","title":"Roma: Multi-agent reinforcement learning with emergent roles","venue":null,"work_id":null,"year":2003},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:37.980089Z"},"links":{"cited_paper":"/paper/2003.08039","citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:87b4def21ea3fb8a1bc2063ac2d9a38a1ff2a2450070b8ee2ef0f9ead083d00c","observation_id":"3209cc71-f51e-4af0-9b53-0ff260775ee8","resolution":{"observed_at":"2026-08-05T19:22:37.980089Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:39.764734Z","title":"Jennings, and David Kinny","venue":null,"work_id":"0112258f-cace-4ee4-8aea-46f271b9788c","year":2000},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:38.065142Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:42c4391788f683ecbf18d58e7aa707ce76874bbaccee117567bec8d6d2f257f3","observation_id":"7c7f5f21-b23d-4466-a92b-588fd977b861","resolution":{"observed_at":"2026-08-05T19:22:39.859130Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:39.575820Z","title":"Autogen: Enabling next-gen LLM applications via multi-agent conversation, October 2023","venue":null,"work_id":"6d3bfdce-8785-4385-bb95-2017acdbf63d","year":2023},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:38.118611Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:2de3346b8c407c84ac30ac67738c38eaf22558c955d3eaa298f810cbdde73233","observation_id":"fa52267e-f5c8-488f-a7e9-858f4a7b66ee","resolution":{"observed_at":"2026-08-05T19:22:39.668157Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-05T19:22:39.266505Z","title":"Jennings, and Michael Wooldridge","venue":null,"work_id":"c8dd7665-45f7-478c-9e81-d7aab7d8c380","year":2003},"citing_paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-05T19:22:38.208581Z"},"links":{"citing_paper":"/paper/2508.12683"},"observation_digest":"sha256:060e4b6c2877dfda64bc9cb89a2b33400782dbd6e1efa65ca46c425143a888a7","observation_id":"420986ea-21ad-4340-b7c4-b56e10800b76","resolution":{"observed_at":"2026-08-05T19:22:39.299654Z","resolver_source":"arxiv_id_nonexistent","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2508.12683","last_updated":"2025-08-18T07:36:33Z","latest_version":1,"primary_category":"cs.MA","snapshot_observed_at":"2026-08-07T02:30:11.149479Z","submitted_at":"2025-08-18T07:36:33Z","title":"A Taxonomy of Hierarchical Multi-Agent Systems: Design Patterns, Coordination Mechanisms, and Industrial Applications"},"reference_resolution":{"displayed":26,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":5,"verified_exact":2,"verified_fuzzy":19},"total_outbound_references":26},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-11T06:34:44.6726+00:00","source":"crossref"},{"observed_at":"2026-08-11T06:34:36.301508+00:00","source":"retraction_watch"}],"thesis":"As of 11 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 3 inbound Pith citation observations for arXiv:2508.12683."}