Paper Citation Record · LEDGER

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention

As of 8 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2606.06162.

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

pith.paper-citation-record.v1
2606.06162 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T23:06:48.812185Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

14 of 14 outbound references displayed

verified exact1
verified fuzzy0
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 71239bb9-22e0-4819-9579-8e43d5e9f63a · outbound

This paper cites Learning fairness in multi-agent systems,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Learning fairness in multi-agent systems,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a5d5270-cc42-4b70-9c54-2b731e172dbe · outbound

This paper cites Learning fair poli- cies in decentralized cooperative multi-agent reinforcement learning,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Learning fair poli- cies in decentralized cooperative multi-agent reinforcement learning,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e58fa3b2-d037-47f5-a211-49ffb2f81497 · outbound

This paper cites Learning fair policies in multi- objective (deep) reinforcement learning with average and discounted rewards,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Learning fair policies in multi- objective (deep) reinforcement learning with average and discounted rewards,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0376616-8c6d-4f83-98f9-a1fb2aeb37a7 · outbound

This paper cites Mediated multi-agent reinforcement learning,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Mediated multi-agent reinforcement learning,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 060debcd-27d1-4e2a-a445-31cb86f63f80 · outbound

This paper cites On the exploitability of fair multi-agent reinforcement learn- ing,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention On the exploitability of fair multi-agent reinforcement learn- ing,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fbf0817a-8f8e-4e49-b8dd-4f04844ae2b6 · outbound

This paper cites A unified game-theoretic ap- proach to multiagent reinforcement learning,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention A unified game-theoretic ap- proach to multiagent reinforcement learning,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5887369-7e76-4b82-84de-a8e0f2e3a7d6 · outbound

This paper cites Multi-agent reinforcement learning in sequential social dilemmas,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Multi-agent reinforcement learning in sequential social dilemmas,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5a0d890-1c76-428c-b9de-1c6affbc46b1 · outbound

This paper cites Inequity aversion improves cooperation in intertemporal social dilemmas,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Inequity aversion improves cooperation in intertemporal social dilemmas,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c41bd72-4b38-4f7a-bb64-ecbea8dc94d1 · outbound

This paper cites Learning Reciprocity in Complex Sequential Social Dilemmas.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Learning Reciprocity in Complex Sequential Social Dilemmas

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-07-02T15:57:07.326325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2db1569f-2216-47d9-af67-95085b43dff4 · outbound

This paper cites Actor-attention-critic for multi-agent reinforce- ment learning,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Actor-attention-critic for multi-agent reinforce- ment learning,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0607f466-b7a5-4bc5-a972-a030a7eb2554 · outbound

This paper cites Multi- agent actor-critic for mixed cooperative-competitive environments,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Multi- agent actor-critic for mixed cooperative-competitive environments,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a300bb4f-21ed-42db-a7b8-62dffeef992d · outbound

This paper cites Attention is all you need,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Attention is all you need,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ef14c3e-f25a-46b0-b28d-99938a14e36e · outbound

This paper cites Fictitious self-play in extensive-form games,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention Fictitious self-play in extensive-form games,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9edd772a-b231-4911-9cc1-adab52e80a48 · outbound

This paper cites A quantitative measure of fairness and discrimination for resource allocation in shared computer systems,.

Learning to Contest: Decentralized Robust Fairness in Cooperative MARL via Cross-Attention A quantitative measure of fairness and discrimination for resource allocation in shared computer systems,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-27T23:06:48.812185Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.