Paper Citation Record · LEDGER

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning

As of 22 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 2 inbound Pith citation observations for arXiv:2507.00257.

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

pith.paper-citation-record.v1
2507.00257 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:26:50.484552Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T11:18:08.362562Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-06-30T11:24:38.233306Z

Reference resolution

39 of 39 outbound references displayed

verified exact3
verified fuzzy14
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 48cc3c5a-d787-4b2d-beb1-1ce55e3934ad · outbound

This paper cites Almgren and N.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Almgren and N

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.636091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a430d080-6929-4277-8d03-620c55e14b90 · outbound

This paper cites Cominola, M.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Cominola, M

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.618792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 78bee795-d947-4528-86ea-9b38ff8845b7 · outbound

This paper cites Crites and A.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Crites and A

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.601040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f54767a7-ef50-4189-83a1-92f684b31fb6 · outbound

This paper cites De Paola, G.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning De Paola, G

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.268973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66dddf44-2a3f-4fb5-9516-549f7878187e · outbound

This paper cites An empirical investigation of the challenges of real-world reinforcement learning.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning An empirical investigation of the challenges of real-world reinforcement learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.274555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7340a186-6f33-46ec-8fa3-46b720a4e84f · outbound

This paper cites Fioriti, L.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Fioriti, L

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.581475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9b3bfd59-8a0b-4132-9c80-3769d1a968f4 · outbound

This paper cites Historical data mgp, 2015-2020.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Historical data mgp, 2015-2020

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.564434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5e4da0fe-c495-4ae9-a11f-916a3c69bc33 · outbound

This paper cites Heinsbroek.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Heinsbroek

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.546561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e95627aa-cdf6-45b9-ab70-6f326cb5440a · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:26:51.528839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f868fd0b-d0ba-4208-b22a-4a68c184e019 · outbound

This paper cites Kober, J.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Kober, J

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.507687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 74683b03-a222-4f85-aeee-30928c504112 · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:26:51.490158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2ad99cea-e2e0-49c0-813c-8e9323e3bc14 · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:26:51.470871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cbf23d95-765c-47bb-90e4-948f8a98c2c5 · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.324445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e2b5cc4-f607-409e-9b75-7ae79e3b7c9a · outbound

This paper cites Morad, R.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Morad, R

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.452246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b29b730d-fcae-44ef-83a0-8c7a663b81e0 · outbound

This paper cites Murillo, R.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Murillo, R

Reference 15

Resolution: verified exact; doi, observed 2026-08-06T21:26:50.578307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 08db5ed4-9c33-4a76-bbcb-a65d33d1901f · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:26:51.431847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3b7ab271-61ee-4beb-bfac-0942cb723165 · outbound

This paper cites Pfenninger and I.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Pfenninger and I

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.356106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 68c933f3-d290-428e-8072-4f337817ee21 · outbound

This paper cites Raffin, A.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Raffin, A

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.384301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2333ba1a-c899-43b5-b43e-d5624736d3e1 · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:26:51.367688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 496f8545-600b-4da8-b3d9-03dfafd91530 · outbound

This paper cites Salaorni.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Salaorni

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.350934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8683a572-1136-453b-96e3-a060c02ce808 · outbound

This paper cites MobileNetV2: Inverted Residuals and Linear Bottlenecks.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning MobileNetV2: Inverted Residuals and Linear Bottlenecks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.379598Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bdd3c56-6504-4adc-9e67-71e79856dd77 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Proximal Policy Optimization Algorithms

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.384465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bf54d25-07b0-43df-9743-76fa468cf1e3 · outbound

This paper cites Serrano-Muñoz, D.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Serrano-Muñoz, D

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.332274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3311daeb-f0ea-4400-a39f-4b38b59e68e0 · outbound

This paper cites Silver, J.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Silver, J

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.413583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 762db411-db40-4c13-b68d-d05090999ae7 · outbound

This paper cites Staffell, S.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Staffell, S

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.422710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e2ce509-858d-4813-a8a3-f5a56b3b68dc · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:26:51.312283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4db10d2c-8e60-4fe8-be63-8b2545a45225 · outbound

This paper cites Todorov, T.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Todorov, T

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.291942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 95c13fe3-9866-4c8d-a02e-4958fcfdcdca · outbound

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

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Gymnasium: A Standard Interface for Reinforcement Learning Environments

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.446883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ddd29c7-595a-4871-a7cc-dfaf307b9476 · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.451944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88635a31-d015-43d6-803d-6638a5523916 · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:26:51.264350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 972151f7-4f87-42ec-b15d-687a72eebddb · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 32

Resolution: verified exact; raw_fallback, observed 2026-08-06T21:26:50.838661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e72c8ac2-3d02-4916-8932-c7d6d84bb575 · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.467735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff0cd167-cae3-4d21-b92b-eb86e658b666 · outbound

This paper cites RRLS : Robust Reinforcement Learning Suite.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning RRLS : Robust Reinforcement Learning Suite

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:26:50.623977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 725f8c2d-6e0d-490c-9aa8-94661606c697 · outbound

This paper cites In the first part of the table, we report the key features of each environment with respect to the standard RL taxonomy.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning In the first part of the table, we report the key features of each environment with respect to the standard RL taxonomy

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.246680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 818151d5-5c96-4c98-8e94-9c92867cbc20 · outbound

This paper cites This second part of the table describes the RL subfields that can be associated with each environment.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning This second part of the table describes the RL subfields that can be associated with each environment

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:26:51.230369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9ff70163-979a-42bd-9651-ab352e959976 · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-06T21:26:50.441230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5e27596-3d6c-4b64-9aa1-59f9f7e7627a · outbound

This paper cites Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm

Reference 2017

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12ae9253-5198-4280-9ef2-ce395ea60812 · outbound

This paper cites doi: https://doi.org/10.1016/j.epsr.2021.107675.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning doi: https://doi.org/10.1016/j.epsr.2021.107675

Reference 2022

Resolution: metadata mismatch; raw_fallback, observed 2026-08-06T21:26:51.095482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 37f1ef90-859d-4efe-8538-b5b7a4c8107c · outbound

This paper cites an unresolved cited work.

Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning Unresolved cited work

Reference 2024

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:26:51.412216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 03669704-cba0-487b-8fcd-fcd994276a40 · inbound

Breaking the Epistemic Trap: Active Perception Under Compound Uncertainty cites this paper.

Breaking the Epistemic Trap: Active Perception Under Compound Uncertainty Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-06-29T16:13:36.114547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 917681e6-8e0c-4464-a4f1-4f63b0eb0411 · inbound

Breaking the Epistemic Trap: Active Perception Under Compound Uncertainty cites this paper.

Breaking the Epistemic Trap: Active Perception Under Compound Uncertainty Gym4ReaL: A Suite for Benchmarking Real-World Reinforcement Learning

Reference 48

Resolution: verified exact; arxiv_id, observed 2026-06-30T11:24:38.234663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.