Paper Citation Record · LEDGER

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning

As of 7 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2607.27968.

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

pith.paper-citation-record.v1
2607.27968 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T21:55:13.704957Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

39 of 39 outbound references displayed

verified exact0
verified fuzzy0
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a67c3f68-64f9-4c46-a139-0f9764d3da27 · outbound

This paper cites In: 2021 IEEE symposium on security and privacy (SP).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: 2021 IEEE symposium on security and privacy (SP)

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:10.533968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd1b2483-ce9c-401b-ac08-f6a204618672 · outbound

This paper cites In: 2015 IEEE symposium on security and privacy.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: 2015 IEEE symposium on security and privacy

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:10.640183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 997db017-ab7b-4a9f-b17b-97909c6de28f · outbound

This paper cites In: The Eleventh International Conference on Learning Representations (2022).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: The Eleventh International Conference on Learning Representations (2022)

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:10.715745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae2896c2-c946-4011-a215-a1beaa5988e4 · outbound

This paper cites In: The Thirty-ninth Annual Conference on Neural Information Processing Systems Datasets and Benchmarks Track (2025).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: The Thirty-ninth Annual Conference on Neural Information Processing Systems Datasets and Benchmarks Track (2025)

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:10.781911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 402f4099-6f57-4e93-b08d-76d064c20f88 · outbound

This paper cites Who's Harry Potter? Approximate Unlearning in LLMs.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Who's Harry Potter? Approximate Unlearning in LLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:10.827361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62c624af-2ebd-4fa5-8cbf-51a4819a1bc3 · outbound

This paper cites Official Journal of the European Union (2016).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Official Journal of the European Union (2016)

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:10.885706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5129560-9279-4509-ae0d-455567d8306a · outbound

This paper cites Official Journal of the European Union (2023).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Official Journal of the European Union (2023)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:10.940732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3088ac90-d800-4425-b03e-150779755d76 · outbound

This paper cites CoRR (2025).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning CoRR (2025)

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.123199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81171f77-7d71-441e-9351-a9f41082a31c · outbound

This paper cites Advances in neural information processing systems32(2019).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Advances in neural information processing systems32(2019)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.189416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 875a0c20-7022-4753-b0a2-0456061d935f · outbound

This paper cites In: International Conference on Machine Learning.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: International Conference on Machine Learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.249325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation deed7fef-77b5-45be-9f5e-1945aeafe950 · outbound

This paper cites Information & Commu- nications Technology Law28(1), 65–98 (2019).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Information & Commu- nications Technology Law28(1), 65–98 (2019)

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.317529Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3293c30e-1c61-4aba-a99c-0520e2c20fda · outbound

This paper cites In: The 61st Annual Meeting Of The Association For Computational Linguistics (2023).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: The 61st Annual Meeting Of The Association For Computational Linguistics (2023)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.406039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1d516c7-7f14-476b-bd7f-1809cf471d77 · outbound

This paper cites In: The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track (2024).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track (2024)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.504653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95be9cd1-c3aa-4ce2-9041-2cacb89448ae · outbound

This paper cites In: Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.568648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e2f4b6f-d301-4ff1-98bf-844cd99de6cb · outbound

This paper cites Advances in Neural Information Processing Systems36, 20750–20762 (2023).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Advances in Neural Information Processing Systems36, 20750–20762 (2023)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.629120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f616599b-b130-43b6-a17c-e5e39edbcb12 · outbound

This paper cites In: Second Conference on Language Modeling (2024).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: Second Conference on Language Modeling (2024)

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.688841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc37383b-a264-4336-96f2-19a5afa24d3d · outbound

This paper cites In: Proceedings of the 41st International Conference on Machine Learning.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: Proceedings of the 41st International Conference on Machine Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.759108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9cef38d-4e6b-4402-85e4-69feadde94b3 · outbound

This paper cites Nature Machine Intelligence pp.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Nature Machine Intelligence pp

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.875970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc9b98ed-8a08-4023-af0b-16eab27dd01a · outbound

This paper cites CoRR (2024).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning CoRR (2024)

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:11.967981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2c5098f-6da3-4f42-8415-ef89b5d5361e · outbound

This paper cites Advances in neural information processing systems35, 27591–27609 (2022).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Advances in neural information processing systems35, 27591–27609 (2022)

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.034510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61f8bb73-5c7b-437d-a18b-41f933149def · outbound

This paper cites In: First Conference on Language Modeling (2024).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: First Conference on Language Modeling (2024)

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.132860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4726c605-703c-4289-bc11-a1597f0702c4 · outbound

This paper cites In: Proceedings of the 31st International Conference on Computational Linguistics.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: Proceedings of the 31st International Conference on Computational Linguistics

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.261904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59fffe0d-34a1-4fa3-8262-d133757d404a · outbound

This paper cites In: Algorithmic Learning Theory.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: Algorithmic Learning Theory

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.371294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 727d2ac0-379f-4d42-b640-9b051ca25f2d · outbound

This paper cites ACM Transactions on Intelligent Systems and Technology16(5), 1–46 (2025).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning ACM Transactions on Intelligent Systems and Technology16(5), 1–46 (2025)

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.471787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce65cd6a-e6bf-411d-89bd-54704a29a03a · outbound

This paper cites an unresolved cited work.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.535921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e99e794-0199-47d5-8710-2b47136eedaa · outbound

This paper cites Advances in Neural Information Processing Systems36, 53728–53741 (2023).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Advances in Neural Information Processing Systems36, 53728–53741 (2023)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.630719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80d62ed6-1967-4eea-885f-3a9a5dc4b32a · outbound

This paper cites In: The Thirteenth International Conference on Learning Representations (2025).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: The Thirteenth International Conference on Learning Representations (2025)

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.724577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 351e3d45-fedf-45ad-9721-cc1074ae742e · outbound

This paper cites an unresolved cited work.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.780508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b0c0066-19f5-4bb9-a20d-8a179ab37fde · outbound

This paper cites Advances in Neural Information Processing Systems34, 18075–18086 (2021).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning Advances in Neural Information Processing Systems34, 18075–18086 (2021)

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.870993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 752bbdb5-3f65-44f7-b404-929abf3774c3 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:12.939314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32cc7f85-756e-4518-b208-019957c59423 · outbound

This paper cites In: The Thirteenth International Conference on Learning Representations (2025).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: The Thirteenth International Conference on Learning Representations (2025)

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:13.007776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fce02641-6f6b-4d57-a62a-e74d36cab6c1 · outbound

This paper cites In: Conference on Learning Theory.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: Conference on Learning Theory

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:13.121127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80b5ca3b-edc1-462e-860b-2f96c49ded4d · outbound

This paper cites In: The Thirteenth International Conference on Learning Representations (2025).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: The Thirteenth International Conference on Learning Representations (2025)

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:13.209250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27041aa1-962e-455b-82dd-df22a1581321 · outbound

This paper cites In: The Thirty-First International Joint Conference on Artificial Intelligence (2022).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: The Thirty-First International Joint Conference on Artificial Intelligence (2022)

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:13.273482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96cd0941-6832-4506-a88d-4c940e9f849e · outbound

This paper cites In: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Pa- pers).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Pa- pers)

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:13.338035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c85dd62-382b-415e-9511-401dad5177d2 · outbound

This paper cites In: The Thirteenth International Conference on Learning Representations (2025).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: The Thirteenth International Conference on Learning Representations (2025)

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:13.404187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa92a933-6086-4614-9b81-46774240372a · outbound

This paper cites arXiv preprint arXiv:2601.20568 (2026).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning arXiv preprint arXiv:2601.20568 (2026)

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:13.521475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8241d0f-0d8f-4211-a96b-e93bac6c8a90 · outbound

This paper cites In: The Thirty- ninth Annual Conference on Neural Information Processing Systems (2025).

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning In: The Thirty- ninth Annual Conference on Neural Information Processing Systems (2025)

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:13.642017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 286c5a3b-3f62-44e7-a06d-e1286eed1847 · outbound

This paper cites does the completion contain any forbidden item?.

Beyond Binary Rewards: A Comparative Study of Reward Design for Reinforcement Unlearning does the completion contain any forbidden item?

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-31T21:55:13.704957Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.