Paper Citation Record · LEDGER

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning

As of 10 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2502.00345.

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

pith.paper-citation-record.v1
2502.00345 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T19:24:23.073838Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

30 of 30 outbound references displayed

verified exact3
verified fuzzy18
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e9d8d74b-2ef6-4c96-aafe-4256911a2e04 · outbound

This paper cites A., and Albrecht, S.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning A., and Albrecht, S

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.535915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 442cd7f0-da4a-46b7-b0d7-20749cbebc8b · outbound

This paper cites Group-Aware Coordination Graph for Multi-Agent Reinforcement Learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Group-Aware Coordination Graph for Multi-Agent Reinforcement Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T19:24:22.944308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ba4778a-a811-4592-b622-28c22ec30706 · outbound

This paper cites SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning SMACv2: An Improved Benchmark for Cooperative Multi-Agent Reinforcement Learning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T19:24:22.949260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fea61252-3bb3-485d-8494-ea25da0980d9 · outbound

This paper cites QTypeMix: Enhancing Multi-Agent Cooperative Strategies through Heterogeneous and Homogeneous Value Decomposition.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning QTypeMix: Enhancing Multi-Agent Cooperative Strategies through Heterogeneous and Homogeneous Value Decomposition

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-09T19:24:23.228891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ece7c325-0805-4ee2-8a29-427a1f2c1561 · outbound

This paper cites Revisiting Some Common Practices in Cooperative Multi-Agent Reinforcement Learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Revisiting Some Common Practices in Cooperative Multi-Agent Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T19:24:22.959352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 211b6253-cfaa-4335-9180-997d71859c7a · outbound

This paper cites Iteratively learn diverse strategies with state distance information.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Iteratively learn diverse strategies with state distance information

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.521256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 227337f9-0d2f-4ec3-a16d-d20648b64b6d · outbound

This paper cites Attention-Guided Contrastive Role Representations for Multi-Agent Reinforcement Learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Attention-Guided Contrastive Role Representations for Multi-Agent Reinforcement Learning

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-09T19:24:23.193425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cf32f6d7-455f-413a-b899-3b540f3edb30 · outbound

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

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Multi-agent deep reinforcement learning with type-based hierarchical group communication

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.505592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d2bdba4b-2630-4e81-9b96-19b6d34d58bd · outbound

This paper cites Diverse effective relationship exploration for cooperative multi-agent reinforcement learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Diverse effective relationship exploration for cooperative multi-agent reinforcement learning

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.490910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7aee3df0-f694-4ca8-9e40-07e7d2667638 · outbound

This paper cites and Lu, Z.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning and Lu, Z

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.476149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 505e70b6-21f5-4e49-9658-1cd7fcb8f975 · outbound

This paper cites Spd: Synergy pattern diversifying oriented unsupervised multi-agent reinforcement learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Spd: Synergy pattern diversifying oriented unsupervised multi-agent reinforcement learning

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.462482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 35fd13aa-9887-450d-b725-489d3ed444b4 · outbound

This paper cites Google research football: A novel reinforcement learning environment.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Google research football: A novel reinforcement learning environment

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.448530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0a2d74dc-f0da-4455-9df1-f2241747255c · outbound

This paper cites Celebrating diversity in shared multi-agent reinforcement learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Celebrating diversity in shared multi-agent reinforcement learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T19:24:22.995606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3789b858-21b7-488c-a640-78d317db15d2 · outbound

This paper cites Ace: Cooperative multi-agent q-learning with bidirectional action-dependency.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Ace: Cooperative multi-agent q-learning with bidirectional action-dependency

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.425346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fa17fa62-99fc-4cb8-980a-cb456dc623af · outbound

This paper cites Coordinating multi-agent reinforcement learning via dual collaborative constraints.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Coordinating multi-agent reinforcement learning via dual collaborative constraints

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.411384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b95fc679-e3ea-4086-ad37-4597382a77c3 · outbound

This paper cites Contrastive identity-aware learning for multi-agent value decomposition.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Contrastive identity-aware learning for multi-agent value decomposition

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.397051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a401efe1-ee23-47fc-b6b0-f6aec2d45b52 · outbound

This paper cites Interaction pattern disentangling for multi-agent reinforcement learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Interaction pattern disentangling for multi-agent reinforcement learning

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.383071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a05331e6-e434-4df1-9722-2df45e7dfd5e · outbound

This paper cites Maven: Multi-agent variational exploration.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Maven: Multi-agent variational exploration

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.369158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 845ef6ca-926a-468c-a9be-9ab097a06491 · outbound

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

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Vast: Value function factorization with variable agent sub-teams

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.354957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 721a6447-5061-4fe3-8ad0-4652e30fa85e · outbound

This paper cites The StarCraft Multi-Agent Challenge.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning The StarCraft Multi-Agent Challenge

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T19:24:23.030481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7317c33a-48ef-4d5c-a18b-672d2d17ef13 · outbound

This paper cites Self-organized group for cooperative multi-agent reinforcement learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Self-organized group for cooperative multi-agent reinforcement learning

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.339802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9a151f9f-da4f-46a0-90c8-1a1dd8c2180b · outbound

This paper cites An inquiry into the nature and causes of the wealth of nations.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning An inquiry into the nature and causes of the wealth of nations

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.325541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8b65ec65-844a-47a9-8bc6-95c38bc16169 · outbound

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

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning ROMA: Multi-Agent Reinforcement Learning with Emergent Roles

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T19:24:23.043245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 089e9fc7-860d-4465-a231-123882cb36d2 · outbound

This paper cites RODE: Learning Roles to Decompose Multi-Agent Tasks.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning RODE: Learning Roles to Decompose Multi-Agent Tasks

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-09T19:24:23.047868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3645f0af-4f1d-4319-a63a-fddc1edbb508 · outbound

This paper cites Group distributionally robust reinforcement learning with hierarchical latent variables.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Group distributionally robust reinforcement learning with hierarchical latent variables

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.311140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6ff27946-e026-414f-9e45-14b05af12a94 · outbound

This paper cites Hierarchical Cooperative Multi-Agent Reinforcement Learning with Skill Discovery.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Hierarchical Cooperative Multi-Agent Reinforcement Learning with Skill Discovery

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T19:24:23.056633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8870ffd7-b6a5-496c-8311-e29e78ef5449 · outbound

This paper cites Ldsa: Learning dynamic subtask assignment in cooperative multi-agent reinforcement learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Ldsa: Learning dynamic subtask assignment in cooperative multi-agent reinforcement learning

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.297056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 97d2af6f-6d95-4bba-abe6-9bb77ac667a7 · outbound

This paper cites GHQ: Grouped Hybrid Q Learning for Heterogeneous Cooperative Multi-agent Reinforcement Learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning GHQ: Grouped Hybrid Q Learning for Heterogeneous Cooperative Multi-agent Reinforcement Learning

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-09T19:24:23.115764Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8d3df525-e7f9-4b80-abb7-17ca030ac3da · outbound

This paper cites Automatic grouping for efficient cooperative multi-agent reinforcement learning.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning Automatic grouping for efficient cooperative multi-agent reinforcement learning

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:24:23.282078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 55966587-8ca7-4824-b06a-0884254aa7ae · outbound

This paper cites write newline.

CTC: The Composite Task Challenge for Cooperative Multi-Agent Reinforcement Learning write newline

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T19:24:23.073838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.