Paper Citation Record · LEDGER

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark

As of 7 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2606.07550.

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

pith.paper-citation-record.v1
2606.07550 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-30T18:27:28.828786Z

measured 43 of 43 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

43 of 43 outbound references displayed

verified exact0
verified fuzzy14
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d059969a-de9d-4abf-a8c6-4b7579a139e8 · outbound

This paper cites T., Tassa, Y ., Munos, R., Heess, N., and Riedmiller, M.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark T., Tassa, Y ., Munos, R., Heess, N., and Riedmiller, M

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.320139Z

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 1fbb23a8-3150-4d3c-98bb-17c09e2170b4 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.325714Z

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 2a5a68ac-bf32-4ac5-b7c5-d1e0282848e9 · outbound

This paper cites E., Wehner, W.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark E., Wehner, W

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.345089Z

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 a9c18fa9-e189-4cb0-9b61-f92a18206ac4 · outbound

This paper cites (2021).Development of free-boundary equilibrium and transport solvers for simulation and real-time interpretation of tokamak experiments.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark (2021).Development of free-boundary equilibrium and transport solvers for simulation and real-time interpretation of tokamak experiments

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.335367Z

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 2c30b165-9a09-48bb-9788-7adf44143a8b · outbound

This paper cites R., Görler, T., and contributors, J.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark R., Görler, T., and contributors, J

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.338579Z

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 b7ac807c-8a2e-4027-baa5-fde9d626bf1f · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.438292Z

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 cd4c3220-169f-4ff3-af29-1e12979025e1 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.423927Z

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 233bbc23-9b5e-4b22-b69e-3b2ccbadf9bd · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.314704Z

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 4c51957e-d70d-4b0b-b3c8-dfe31fbb0323 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.322849Z

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 60c27fe8-e44e-42bd-b8d3-ea3a4447c87f · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.416800Z

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 e9be133f-70b5-4321-9210-503a678cb6b1 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.419008Z

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 4b6bb512-d00b-4efe-a851-cee2df787f8d · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.421771Z

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 8bd24170-3d3b-44e0-b4c0-1ffbc740150f · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.431864Z

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 c27b40c2-7b21-4fc9-86dc-9b50d66b7342 · outbound

This paper cites P., Goodman, T.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark P., Goodman, T

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.400163Z

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 9275eb0f-2ced-4ed2-831e-6ca213fe10ef · outbound

This paper cites and Gu, S.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark and Gu, S

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.397890Z

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 8713893e-1387-4012-a70f-7c223af1a8a4 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.404607Z

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 b37c7234-0dea-46e6-b7ee-bcb475818eef · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.409533Z

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 83818e9c-7804-4a0c-b7b9-b39ae7eed6dd · outbound

This paper cites J., Paduraru, C., Dulac-Arnold, G., Li, J., Norouzi, M., Hoffman, M., Heess, N., and de Freitas, N.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark J., Paduraru, C., Dulac-Arnold, G., Li, J., Norouzi, M., Hoffman, M., Heess, N., and de Freitas, N

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.393761Z

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 5ae73ad8-87e3-4afb-ad4b-004104e7a31d · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.389532Z

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 e8f6e324-2842-40f0-85bc-30d82a413e6a · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.391556Z

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 86533565-03a0-49dd-8b79-6b4b1bccdb64 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.395744Z

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 cb18fbf6-5979-4e8f-bcee-2fa79a66bd04 · outbound

This paper cites P., Hunt, J.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark P., Hunt, J

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.411991Z

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 a9c65c82-3fb5-41a3-96ef-fe5632bc95b1 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.402355Z

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 62a27507-f02d-4039-a36f-54eb352a6166 · outbound

This paper cites C., Grierson, B.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark C., Grierson, B

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.377835Z

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 baf6dc53-f040-4e07-b97d-627d14ac5468 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.407078Z

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 1dda90ee-8931-4c39-9a95-6b524ccec7f3 · outbound

This paper cites Real-time control of the q-profile in jet for steady state advanced tokamak operation.Nuclear Fusion, 43(9):870.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Real-time control of the q-profile in jet for steady state advanced tokamak operation.Nuclear Fusion, 43(9):870

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.374190Z

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 17868765-beec-4730-83c7-88cbb699b1bb · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.381369Z

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 4a27b61c-5a08-4db7-a6fa-163b1db0db02 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.366490Z

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 f54ed25a-7901-4b8c-9e65-e937bac2e5f2 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.370308Z

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 ad01594a-f89b-4850-9e76-df061d22bbf7 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.385918Z

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 a1e8e7fa-8ecd-47de-a70f-eb7c6aabc316 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.414449Z

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 33649ab0-394f-4a5a-b034-3f10e643c8b5 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.426807Z

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 7c0ca146-cce7-40c5-8878-434170efbae7 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.331875Z

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 df2c8bdf-be49-4371-ae41-11454fee521a · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.348371Z

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 5493a511-6b7c-429b-b636-4888f0870dbf · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.351639Z

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 ba1970c0-561c-4720-8275-96afcf600a03 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.355598Z

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 7d3ee093-4f3c-4ea1-80a4-cc780abd4f91 · outbound

This paper cites J., Riedmiller, M., and The TCV Team (2024).

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark J., Riedmiller, M., and The TCV Team (2024)

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.362617Z

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 5fee6b9b-0813-4a99-bd27-3cb7057c73b3 · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.359124Z

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 b51592ec-a942-4557-a26d-9483778504b6 · outbound

This paper cites M., Rea, C., So, O., Dawson, C., Garnier, D.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark M., Rea, C., So, O., Dawson, C., Garnier, D

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.429425Z

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 08926b01-9e7b-4b20-b74c-398a67db29da · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.317409Z

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 e980b40c-4183-4e33-84e2-fb8b05f37e8a · outbound

This paper cites M., Horvath, L., Chang, C.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark M., Horvath, L., Chang, C

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.328761Z

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 bcde59e8-7a8d-49b1-9c7e-1d4b6fdcdc2a · outbound

This paper cites an unresolved cited work.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-07-08T04:24:33.341703Z

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 dfa732fb-eb42-465e-ac83-426ec103c966 · outbound

This paper cites Y ., Levine, S., Finn, C., and Ma, T.

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark Y ., Levine, S., Finn, C., and Ma, T

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-07-08T04:24:33.434901Z

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.