Paper Citation Record · LEDGER

Reusable Test Suites for Reinforcement Learning

As of 22 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2508.21553.

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

pith.paper-citation-record.v1
2508.21553 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:43:15.840345Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

31 of 31 outbound references displayed

verified exact3
verified fuzzy18
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0886e551-22ab-4796-88a3-011f0c5a26dc · outbound

This paper cites Safe Reinforcement Learning via Shielding.

Reusable Test Suites for Reinforcement Learning Safe Reinforcement Learning via Shielding

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T16:43:15.753107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a948aaa-99ad-44cd-ad1d-7eac7494326a · outbound

This paper cites ACM Trans.

Reusable Test Suites for Reinforcement Learning ACM Trans

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.133328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2622f45c-dc89-4e59-a3eb-ed9de56bfd13 · outbound

This paper cites ACM Transactions on Software Engineering and Methodology32(2), 28:1–28:30 (2023).

Reusable Test Suites for Reinforcement Learning ACM Transactions on Software Engineering and Methodology32(2), 28:1–28:30 (2023)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.125564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 38120aa5-b023-42d5-b489-93ed46290765 · outbound

This paper cites IEEE Transactions on Evolutionary Computation 6(2), 182–197 (2002).

Reusable Test Suites for Reinforcement Learning IEEE Transactions on Evolutionary Computation 6(2), 182–197 (2002)

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T16:43:15.765516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0fc6572-8ec2-440d-becf-0ec3c51144b4 · outbound

This paper cites Proceedings of the International Conference on Automated Planning and Scheduling33, 109–117 (2023).

Reusable Test Suites for Reinforcement Learning Proceedings of the International Conference on Automated Planning and Scheduling33, 109–117 (2023)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.114226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8e1f7581-e27f-45d3-93cd-37383a1c9a17 · outbound

This paper cites Provably Robust Federated Reinforcement Learning.

Reusable Test Suites for Reinforcement Learning Provably Robust Federated Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T16:43:15.772911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4fa1181-96a4-4592-ad1b-046ca5a7a54d · outbound

This paper cites In: Dependable Software En- gineering.

Reusable Test Suites for Reinforcement Learning In: Dependable Software En- gineering

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.106816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5dd9081b-7311-44af-979c-126ccfe552b2 · outbound

This paper cites Advances in Neural Information Processing Systems36, 45716–45743 (2023).

Reusable Test Suites for Reinforcement Learning Advances in Neural Information Processing Systems36, 45716–45743 (2023)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.099942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b0a1b50a-5f90-4427-954a-9dc2849f465c · outbound

This paper cites Software Testing, Verification and Reliability 34(1), e1864 (2024).

Reusable Test Suites for Reinforcement Learning Software Testing, Verification and Reliability 34(1), e1864 (2024)

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.089911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 04bd091d-b5d1-4dcb-96f0-beb9bcd52513 · outbound

This paper cites In: 2023 38th IEEE/ACM International Conference on Automated Software Engineering (ASE).

Reusable Test Suites for Reinforcement Learning In: 2023 38th IEEE/ACM International Conference on Automated Software Engineering (ASE)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.082235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3d1cb822-44fb-440e-b5e2-a22d4adbab3e · outbound

This paper cites IEEE Transactions on Software Engineering51(01), 66–81 (2025), publisher: IEEE Computer Society.

Reusable Test Suites for Reinforcement Learning IEEE Transactions on Software Engineering51(01), 66–81 (2025), publisher: IEEE Computer Society

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.074219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 717a717d-d008-4b28-9531-16c855132d43 · outbound

This paper cites In: Proceedings of the 5th ACM/IEEE International Con- ference on Automation of Software Test (AST) (2024).

Reusable Test Suites for Reinforcement Learning In: Proceedings of the 5th ACM/IEEE International Con- ference on Automation of Software Test (AST) (2024)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.065488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 55ba6724-bf09-4599-80fa-293a8ae2243e · outbound

This paper cites ACM Comput.

Reusable Test Suites for Reinforcement Learning ACM Comput

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T16:43:15.792875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bab16d9c-eb1a-4bfb-bdbd-428109b18f63 · outbound

This paper cites Christoph Molnar, 3 edn.

Reusable Test Suites for Reinforcement Learning Christoph Molnar, 3 edn

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.058674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f9723c80-a3f6-4bb4-810e-672631ce6bc6 · outbound

This paper cites ArXiv (2015).

Reusable Test Suites for Reinforcement Learning ArXiv (2015)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.050943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1911536c-657e-433b-bf11-89157c7264c9 · outbound

This paper cites an unresolved cited work.

Reusable Test Suites for Reinforcement Learning Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:43:16.044344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9c60097e-fa5a-4241-8a1f-30c41ae69e76 · outbound

This paper cites MDPFuzz: Testing Models Solving Markov Decision Processes.

Reusable Test Suites for Reinforcement Learning MDPFuzz: Testing Models Solving Markov Decision Processes

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:43:15.952855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation bfd9b035-1f23-4811-9686-dd0bdee5aa53 · outbound

This paper cites an unresolved cited work.

Reusable Test Suites for Reinforcement Learning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:43:16.037272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8bc27be0-cb9b-44e6-97e7-59f060c7d317 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Reusable Test Suites for Reinforcement Learning Proximal Policy Optimization Algorithms

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T16:43:15.808744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59f86bfd-8e36-4514-921f-891c194c7f42 · outbound

This paper cites In: Proceedings of the 2015 10th Joint Meeting on Foundations of Software Engineering.

Reusable Test Suites for Reinforcement Learning In: Proceedings of the 2015 10th Joint Meeting on Foundations of Software Engineering

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.030403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5b3d1a4f-63b0-4033-919e-44c91048738c · outbound

This paper cites Software Testing, Verification and Relia- bility 29(1-2), e1695 (2019).

Reusable Test Suites for Reinforcement Learning Software Testing, Verification and Relia- bility 29(1-2), e1695 (2019)

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.023033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6b6aca7f-6c08-4d2b-ade9-2f0bf33bb36f · outbound

This paper cites Nature529(7587), 484–489 (2016).

Reusable Test Suites for Reinforcement Learning Nature529(7587), 484–489 (2016)

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.015468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0e170781-5130-4c65-a637-d84047772189 · outbound

This paper cites In: Pro- ceedings of the 26th ACM SIGSOFT International Symposium on Software Testing and Analysis (2017).

Reusable Test Suites for Reinforcement Learning In: Pro- ceedings of the 26th ACM SIGSOFT International Symposium on Software Testing and Analysis (2017)

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:16.006432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9d54b0a6-b8ce-490e-973d-93bf8dd2e436 · outbound

This paper cites The MIT Press, Cambridge, Massachusetts, second edition edn.

Reusable Test Suites for Reinforcement Learning The MIT Press, Cambridge, Massachusetts, second edition edn

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:15.998355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7f2e9f75-77cd-402f-8165-292041c3c54a · outbound

This paper cites Search-Based Testing of Reinforcement Learning.

Reusable Test Suites for Reinforcement Learning Search-Based Testing of Reinforcement Learning

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:43:15.937201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2a08e32e-2b90-4df3-a8ae-d7c269761ed4 · outbound

This paper cites In: 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE).

Reusable Test Suites for Reinforcement Learning In: 2023 IEEE/ACM 45th International Conference on Software Engineering (ICSE)

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:15.989330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1badde60-bab3-4799-93b6-33faaf49ed0e · outbound

This paper cites Explainable Deep Reinforcement Learning: State of the Art and Challenges.

Reusable Test Suites for Reinforcement Learning Explainable Deep Reinforcement Learning: State of the Art and Challenges

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T16:43:15.829733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b24f7649-4f72-4ed7-a6a6-1dc54c917073 · outbound

This paper cites an unresolved cited work.

Reusable Test Suites for Reinforcement Learning Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:43:15.981471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2f0ec0b4-ee06-48e2-8697-0457c58764ab · outbound

This paper cites MinAtar: An Atari-Inspired Testbed for Thorough and Reproducible Reinforcement Learning Experiments.

Reusable Test Suites for Reinforcement Learning MinAtar: An Atari-Inspired Testbed for Thorough and Reproducible Reinforcement Learning Experiments

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T16:43:15.835231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dab29ca8-c424-4565-87c0-28c72cd44111 · outbound

This paper cites IEEE Trans- actions on Software Engineering49(07), 3715–3735 (2023), publisher: IEEE Com- puter Society.

Reusable Test Suites for Reinforcement Learning IEEE Trans- actions on Software Engineering49(07), 3715–3735 (2023), publisher: IEEE Com- puter Society

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:43:15.973810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7051eb23-0db3-4a90-a539-6dcc7c9910d9 · outbound

This paper cites an unresolved cited work.

Reusable Test Suites for Reinforcement Learning Unresolved cited work

Reference 31

Resolution: verified exact; raw_fallback, observed 2026-08-15T16:43:15.914231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.