Paper Citation Record · LEDGER

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems

As of 15 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2501.06554.

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

pith.paper-citation-record.v1
2501.06554 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:02:18.838862Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

25 of 25 outbound references displayed

verified exact3
verified fuzzy15
unresolved7
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eadc3631-0158-434b-89ca-ae7084e7a4f3 · outbound

This paper cites The Option-Critic Architecture.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems The Option-Critic Architecture

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T21:02:18.674067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0fea0433-c780-4c95-9865-f9908bac73d3 · outbound

This paper cites Option-Critic in Cooperative Multi-agent Systems.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Option-Critic in Cooperative Multi-agent Systems

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T21:02:18.679710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5ecb7a5-0afa-4c58-a1d6-afedcb1734fd · outbound

This paper cites Attention Option-Critic.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Attention Option-Critic

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T21:02:18.684622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95d6cceb-71fc-4029-b7cc-d00353e345d1 · outbound

This paper cites Dynamic planning in open-ended dialogue using reinforcement learning, 2022.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Dynamic planning in open-ended dialogue using reinforcement learning, 2022

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.303210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6c0a99da-a5ad-4ac9-a9e3-1e271965f52d · outbound

This paper cites Handbook on agent-oriented design processes.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Handbook on agent-oriented design processes

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.277212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 083f9d7f-3773-4241-bcaf-0371ef7eb66f · outbound

This paper cites Multi-agent deep reinforcement learning: a survey.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Multi-agent deep reinforcement learning: a survey

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.258403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c158bcc2-96ad-413d-a973-cabd98069dd6 · outbound

This paper cites Two-sided matching with firms' complementary preferences.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Two-sided matching with firms' complementary preferences

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-10T21:02:18.959877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b583ae01-4be9-4f64-a809-2756a559dd15 · outbound

This paper cites Emergence of division of labour in halictine bees: contributions of social interactions and behavioural variance.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Emergence of division of labour in halictine bees: contributions of social interactions and behavioural variance

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.235230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 83cdcd13-c859-4f58-88fb-bdaa6365972d · outbound

This paper cites Multi-agent deep reinforcement learning with type-based hierarchical group communication.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Multi-agent deep reinforcement learning with type-based hierarchical group communication

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.215155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 090d9cbc-c6f9-4f6b-a59b-da3d7fd0a000 · outbound

This paper cites Multi-agent reinforcement learning as a rehearsal for decentralized planning.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Multi-agent reinforcement learning as a rehearsal for decentralized planning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.190680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 431133cc-3620-43dd-a3e7-2becf05f7e7b · outbound

This paper cites Reinforcement learning-based joint user pairing and power allocation in mimo-noma systems.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Reinforcement learning-based joint user pairing and power allocation in mimo-noma systems

Reference 11

Resolution: verified exact; doi, observed 2026-08-10T21:02:18.918637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e289dd3b-78f5-4d0e-9483-30ed71682821 · outbound

This paper cites Role-based modeling for designing agent behavior in self-organizing multi-agent systems.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Role-based modeling for designing agent behavior in self-organizing multi-agent systems

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.168675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b0aa34ba-ace1-4d61-bd3e-c2063dff96d8 · outbound

This paper cites Jordan, and Zhuoran Yang.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Jordan, and Zhuoran Yang

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.151523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c1121493-a712-4bd5-9e3b-a86a99abd94b · outbound

This paper cites Optimal and approximate q-value functions for decentralized pomdps.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Optimal and approximate q-value functions for decentralized pomdps

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.135232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a4e77e8b-586f-4c33-a74f-83ea0aac2ac0 · outbound

This paper cites Hierarchical reinforcement learning: A comprehensive survey.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Hierarchical reinforcement learning: A comprehensive survey

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T21:02:18.768939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58fb5ca5-523b-4bcc-8d02-a0972aa9a9da · outbound

This paper cites Vast: Value function factorization with variable agent sub-teams.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Vast: Value function factorization with variable agent sub-teams

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T21:02:18.776671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba9c940b-af4e-41bf-b55a-d52e52d2de95 · outbound

This paper cites Advances in neural information processing systems 17: proceedings of the 2004 conference, volume 17.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Advances in neural information processing systems 17: proceedings of the 2004 conference, volume 17

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.103251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 986987ca-1a48-4a50-810a-63112b531ac5 · outbound

This paper cites Sutton, Doina Precup, and Satinder Singh.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Sutton, Doina Precup, and Satinder Singh

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T21:02:18.796890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c42a5f96-d91a-4728-b5e7-398ca9a73480 · outbound

This paper cites Effectiveness of gamified team competition as mhealth intervention for medical interns: a cluster micro-randomized trial.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Effectiveness of gamified team competition as mhealth intervention for medical interns: a cluster micro-randomized trial

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.084218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 25a0eddb-fe5e-48dd-b9dd-891f822cd454 · outbound

This paper cites Beaulieu, and Y.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Beaulieu, and Y

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.069932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d7f37294-37b6-44e2-a88e-e1eb4c05c8e9 · outbound

This paper cites Adaptive dynamic bipartite graph matching: A reinforcement learning approach.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Adaptive dynamic bipartite graph matching: A reinforcement learning approach

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.055682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation aa678bbc-d480-441f-a8c5-4eff6275f472 · outbound

This paper cites Hierarchical dominance structure and social organization in african elephants, loxodonta africana.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Hierarchical dominance structure and social organization in african elephants, loxodonta africana

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.036585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e7e48205-37c8-4852-b131-6c3c71240ba8 · outbound

This paper cites Large-scale order dispatch in on-demand ride-hailing platforms: A learning and planning approach.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Large-scale order dispatch in on-demand ride-hailing platforms: A learning and planning approach

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T21:02:19.022090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8e214a0b-6254-44c9-a47d-0ce9e1dca286 · outbound

This paper cites Deep Sets.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Deep Sets

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T21:02:18.831276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0d3cc4c-a014-4406-b5e2-c81ee647b00b · outbound

This paper cites Reinforcement learning based local search for grouping problems.

Hierarchical Reinforcement Learning for Optimal Agent Grouping in Cooperative Systems Reinforcement learning based local search for grouping problems

Reference 25

Resolution: verified exact; doi, observed 2026-08-10T21:02:18.895206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

No inbound Pith citation observations are available.