Paper Citation Record · LEDGER

Sorrel: A simple and flexible framework for multi-agent reinforcement learning

As of 7 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2506.00228.

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

pith.paper-citation-record.v1
2506.00228 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:11:16.587910Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

27 of 27 outbound references displayed

verified exact0
verified fuzzy8
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 21a3df4e-59ed-4801-bbe1-383d9630ae0d · outbound

This paper cites Melting Pot 2.0.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Melting Pot 2.0

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:13.910003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9890b7aa-e2c6-4eb4-a934-b2358fb8764f · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:21.067079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4f31128d-047a-462b-81e2-af00671feb3c · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:20.862541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4871ed52-95db-46a3-bfbe-0adb79f32873 · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:20.717717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d89fe5e4-aec0-4ca7-a50d-8efac7df9647 · outbound

This paper cites J., Leary, C., Maclaurin, D., Necula, G., Paszke, A., VanderPlas, J., Wanderman-Milne, S., & Zhang, Q.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning J., Leary, C., Maclaurin, D., Necula, G., Paszke, A., VanderPlas, J., Wanderman-Milne, S., & Zhang, Q

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:11:20.543953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9fe2ef36-3193-43c3-820e-7a350ad26f42 · outbound

This paper cites OpenAI Gym.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning OpenAI Gym

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:14.342823Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f872eca9-dce9-41e5-a22b-a11a2209abbd · outbound

This paper cites L., & Feldman, M.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning L., & Feldman, M

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:11:20.361782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d22c0bbe-ea69-4e13-b200-8c2a728b17fb · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:20.172866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 75ced97b-248b-4a0c-abb2-8c72f6ae46b4 · outbound

This paper cites A Review of Cooperation in Multi-agent Learning.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning A Review of Cooperation in Multi-agent Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:14.721088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74c673e1-1f46-4db3-b686-3af8084bfc4c · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:19.988255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9e83f0b4-239b-48b0-83d7-eef69aab15d6 · outbound

This paper cites A., & Leibo, J.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning A., & Leibo, J

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:11:19.830322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c4fffaba-a455-4641-a5b9-9f351a9e1a21 · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:19.706581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b296e7e4-1870-4e00-b0fd-bdcd6e53e87b · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:19.573503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ea03b244-352c-4005-83e7-c5ed8782cfcd · outbound

This paper cites Z., Dueñez-Guzman, E.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Z., Dueñez-Guzman, E

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:11:19.455778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bb177233-f6ff-4583-bb72-6c176464d91c · outbound

This paper cites Maintaining cooperation in complex social dilemmas using deep reinforcement learning.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Maintaining cooperation in complex social dilemmas using deep reinforcement learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:15.305521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3f31d28-e60b-4166-84d1-1304d9fcba8b · outbound

This paper cites M., & Laland, K.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning M., & Laland, K

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:11:19.352597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 46dc3daa-1ebd-46d9-be32-18c54378099f · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:19.193494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8dd7abf4-7d84-4235-b877-69e28704bd0c · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:19.143369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2cf2a67e-164b-40db-82c1-87822df64395 · outbound

This paper cites S., Souly, A., Bandyopadhyay, S., Samvelyan, M., Jiang, M., Lange, R.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning S., Souly, A., Bandyopadhyay, S., Samvelyan, M., Jiang, M., Lange, R

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:11:19.048742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 329f953e-3520-49f6-9f70-c90c7de40f29 · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:18.856624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c40b56fa-1751-4832-823b-c99cf95f872b · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:18.632753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cbb68f4d-54ab-407a-9082-b66e9093c6c6 · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:18.421534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 60054f90-5e71-45c4-914f-bee56d776d3c · outbound

This paper cites Gymnasium: A Standard Interface for Reinforcement Learning Environments.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Gymnasium: A Standard Interface for Reinforcement Learning Environments

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:11:16.127892Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52784d61-2f72-4f82-87d1-194e0fea8459 · outbound

This paper cites P., Duéñez-Guzmán, E.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning P., Duéñez-Guzmán, E

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:11:18.140204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fe259235-7db7-46aa-bca3-d83c05ae942e · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:17.697533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e5c7d6fe-83da-4753-a2ba-cb75375f7600 · outbound

This paper cites an unresolved cited work.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:11:17.355131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a53893f8-368f-4a27-b6d6-90c43068b67e · outbound

This paper cites V ., & Plaat, A.

Sorrel: A simple and flexible framework for multi-agent reinforcement learning V ., & Plaat, A

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:11:17.092687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.