Paper Citation Record · LEDGER

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning

As of 11 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2501.01140.

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

pith.paper-citation-record.v1
2501.01140 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:38:36.779111Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

26 of 26 outbound references displayed

verified exact2
verified fuzzy3
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation db2c3f39-4620-4f79-b554-b98945154c0e · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.473524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0395251-1b83-4714-9a56-d9f0df15e731 · outbound

This paper cites write newline.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.517629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b743987-6f10-4982-b798-117a228eafcd · outbound

This paper cites Collaboration Promotes Group Resilience in Multi-Agent RL.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Collaboration Promotes Group Resilience in Multi-Agent RL

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:38:36.948932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation be818ec0-6d09-4622-8179-6dbbe1a720d0 · outbound

This paper cites Dota 2 with Large Scale Deep Reinforcement Learning.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Dota 2 with Large Scale Deep Reinforcement Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.527784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f9562f4-fbe3-4d81-8708-5cc831cca106 · outbound

This paper cites Towards More Human-like AI Communication: A Review of Emergent Communication Research.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Towards More Human-like AI Communication: A Review of Emergent Communication Research

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:38:36.917573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8308646f-2f04-4f8d-bce1-eb8dbd203f06 · outbound

This paper cites On the Properties of Neural Machine Translation: Encoder-Decoder Approaches.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning On the Properties of Neural Machine Translation: Encoder-Decoder Approaches

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.542640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 505fbf32-d5b7-4d9e-befd-cf790f36eeb9 · outbound

This paper cites A Survey of Learning in Multiagent Environments: Dealing with Non-Stationarity.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning A Survey of Learning in Multiagent Environments: Dealing with Non-Stationarity

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.547092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14f1bb75-d19c-4aa7-8a11-670d7ac65154 · outbound

This paper cites Z.; and De Freitas, N.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Z.; and De Freitas, N

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:38:37.401495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6230ed12-75b1-4066-9add-994f5bb6b1b7 · outbound

This paper cites an unresolved cited work.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:37.384319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e816e211-823b-452b-bc90-70b8abdd02cd · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Adam: A Method for Stochastic Optimization

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.560110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb7408ce-37c3-4fbd-94ab-47df22e81e6c · outbound

This paper cites an unresolved cited work.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.564416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a60ff779-a76b-4ac4-aadf-6f0373abc632 · outbound

This paper cites an unresolved cited work.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:37.359138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c53d4496-15cf-4a0b-90be-f2261e0b3aeb · outbound

This paper cites P.; Mirza, M.; Graves, A.; Lillicrap, T.; Harley, T.; Silver, D.; and Kavukcuoglu, K.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning P.; Mirza, M.; Graves, A.; Lillicrap, T.; Harley, T.; Silver, D.; and Kavukcuoglu, K

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:38:37.347427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 843822d3-cdd3-4004-aa02-2dc875ddbd3f · outbound

This paper cites A.; Spaan, M.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning A.; Spaan, M

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:38:37.333865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 950c9c9d-40a0-4b68-a390-3907c494525f · outbound

This paper cites Dealing with Non-Stationarity in Multi-Agent Deep Reinforcement Learning.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Dealing with Non-Stationarity in Multi-Agent Deep Reinforcement Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.581037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b59c4fb2-8a3e-4b2f-b114-89373830a529 · outbound

This paper cites Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.585234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9953bf78-8e0e-469f-ae7d-fdf8d10bc256 · outbound

This paper cites an unresolved cited work.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.655000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed21faa9-9351-4720-973d-01a6a2ac2efd · outbound

This paper cites Proximal Policy Optimization Algorithms.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Proximal Policy Optimization Algorithms

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.710311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11d50dab-777d-4aa6-8079-ca41f1af57fd · outbound

This paper cites an unresolved cited work.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:37.260269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d2191c56-3cbd-401a-a726-7af876b5931d · outbound

This paper cites an unresolved cited work.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.754316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d49a1c87-7391-4239-a1a1-d4569a9968fe · outbound

This paper cites M.; Mathieu, M.; Dudzik, A.; Chung, J.; Choi, D.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning M.; Mathieu, M.; Dudzik, A.; Chung, J.; Choi, D

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.758680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f004f2d-2d4a-41e9-9aa0-5cd19bb6144f · outbound

This paper cites The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.763423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2aaf596a-964c-4299-8df2-26f89bb5d277 · outbound

This paper cites an unresolved cited work.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:37.117732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 48404305-680a-402e-9ac6-a6ca976c5609 · outbound

This paper cites an unresolved cited work.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:37.029088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7d2daf93-7dcc-4407-807e-1612a506cbb7 · outbound

This paper cites an unresolved cited work.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:38:36.960595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 38ce2feb-afc1-45db-8049-eacc59dfdc0a · outbound

This paper cites A Survey of Multi-Agent Deep Reinforcement Learning with Communication.

Communicating Unexpectedness for Out-of-Distribution Multi-Agent Reinforcement Learning A Survey of Multi-Agent Deep Reinforcement Learning with Communication

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T22:38:36.779111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.