Paper Citation Record · LEDGER

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack

As of 8 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 3 inbound Pith citation observations for arXiv:2506.01318.

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

pith.paper-citation-record.v1
2506.01318 v4

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:52:53.651527Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T07:47:11.267936Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-11T03:07:52.999798Z

Reference resolution

31 of 31 outbound references displayed

verified exact8
verified fuzzy4
unresolved18
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2c860f5e-5e02-4473-b858-d4381dff5efd · outbound

This paper cites Specifically, for each forget sample x∈ Df , we draw a noise δ∼ N(0, σ2I) with variance σ2 = 0.01 to form perturbed sample x+δ.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Specifically, for each forget sample x∈ Df , we draw a noise δ∼ N(0, σ2I) with variance σ2 = 0.01 to form perturbed sample x+δ

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:52:54.989569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0f115ee3-3f05-45ac-9b76-6ffe4d7d85c9 · outbound

This paper cites Main Track.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Main Track

Reference 5

Resolution: verified exact; doi, observed 2026-08-07T11:52:53.756382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5c3a8225-c1f6-4365-9951-46527396d4d8 · outbound

This paper cites an unresolved cited work.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Unresolved cited work

Reference 7

Resolution: verified exact; doi, observed 2026-08-07T11:52:53.743816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 520452ad-db7b-46e6-9ea2-45c31c79b77a · outbound

This paper cites Do Unlearning Methods Remove Information from Language Model Weights?.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Do Unlearning Methods Remove Information from Language Model Weights?

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.544206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 432ca74d-854d-47e2-ba59-2634b0cded7f · outbound

This paper cites Ginart, A., Guan, M., Valiant, G., and Zou, J.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Ginart, A., Guan, M., Valiant, G., and Zou, J

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.548956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b291095-8856-4577-83aa-d339aae9a7d6 · outbound

This paper cites Liu, S., Yao, Y ., Jia, J., Casper, S., Baracaldo, N., Hase, P., Yao, Y ., Liu, C.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Liu, S., Yao, Y ., Jia, J., Casper, S., Baracaldo, N., Hase, P., Yao, Y ., Liu, C

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.593893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12acccd1-785f-40a2-990f-a720c82ad68d · outbound

This paper cites Selective Forgetting of Deep Networks at a Finer Level than Samples.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Selective Forgetting of Deep Networks at a Finer Level than Samples

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.563733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b4ee815-3041-4b53-8519-638973cdd94e · outbound

This paper cites Inexact unlearning needs more care- ful evaluations to avoid a false sense of privacy.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Inexact unlearning needs more care- ful evaluations to avoid a false sense of privacy

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:52:55.031969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 12eabe15-8fbd-4f06-a223-26df9cf89fbd · outbound

This paper cites A duty to forget, a right to be assured? exposing vulnerabilities in machine unlearning services.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack A duty to forget, a right to be assured? exposing vulnerabilities in machine unlearning services

Reference 15

Resolution: malformed identifier; no resolver link, observed 2026-08-07T11:52:53.580603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38ae765a-ef47-489a-8265-d375dfa8c64d · outbound

This paper cites ISBN 9798400701719.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack ISBN 9798400701719

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.588736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b11188b9-7ba1-4ebb-8bb7-c08a7a31010d · outbound

This paper cites Liu, Z., Dou, G., Tan, Z., Tian, Y ., and Jiang, M.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Liu, Z., Dou, G., Tan, Z., Tian, Y ., and Jiang, M

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.597915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e6b7dd7-f26c-45f9-8206-51f47a7f8468 · outbound

This paper cites Eight Methods to Evaluate Robust Unlearning in LLMs.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Eight Methods to Evaluate Robust Unlearning in LLMs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.603231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4330a39d-45ff-4de6-8fe8-5450245c22e7 · outbound

This paper cites an unresolved cited work.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Unresolved cited work

Reference 21

Resolution: verified exact; doi, observed 2026-08-07T11:52:53.722142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b393a486-4360-4c78-9159-29c4772aa4c3 · outbound

This paper cites Shaik, T., Tao, X., Xie, H., Li, L., Zhu, X., and Li, Q.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Shaik, T., Tao, X., Xie, H., Li, L., Zhu, X., and Li, Q

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:52:55.002835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 01772784-8967-4746-ad3a-4618cc0a5258 · outbound

This paper cites Shi, W., Lee, J., Huang, Y ., Malladi, S., Zhao, J., Holtzman, A., Liu, D., Zettlemoyer, L., Smith, N., and Zhang, C.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Shi, W., Lee, J., Huang, Y ., Malladi, S., Zhao, J., Holtzman, A., Liu, D., Zettlemoyer, L., Smith, N., and Zhang, C

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.623946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d813d13-3eef-43fd-834e-f2bb5bd4ec39 · outbound

This paper cites Thiel, D.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Thiel, D

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.627543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c2f3070-2b8d-4f3f-b540-21a113031b82 · outbound

This paper cites Touvron, H., Cord, M., Douze, M., Massa, F., Sablayrolles, A., and Jegou, H.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Touvron, H., Cord, M., Douze, M., Massa, F., Sablayrolles, A., and Jegou, H

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.631194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d27b86f-d882-4e8d-884c-6d09c34eec4b · outbound

This paper cites an unresolved cited work.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Unresolved cited work

Reference 28

Resolution: verified exact; raw_fallback, observed 2026-08-07T11:52:54.073504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 45ec3d54-ad14-48a3-9c64-a03c53a35210 · outbound

This paper cites Zhang, Z., Wang, F., Li, X., Wu, Z., Tang, X., Liu, H., He, Q., Yin, W., and Wang, S.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Zhang, Z., Wang, F., Li, X., Wu, Z., Tang, X., Liu, H., He, Q., Yin, W., and Wang, S

Reference 29

Resolution: verified exact; doi, observed 2026-08-07T11:52:53.685473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4ac364d8-bb5f-4783-95e2-b99444464a3f · outbound

This paper cites 13 Unlearning’s Blind Spots: Over-Unlearning and Prototypical Relearning Attack A.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack 13 Unlearning’s Blind Spots: Over-Unlearning and Prototypical Relearning Attack A

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.643259Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df6ce149-401b-4e14-bdfe-eff5dca780ca · outbound

This paper cites an unresolved cited work.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:52:54.975494Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4d282d90-6677-4c4e-8716-ec2fe1dc281e · outbound

This paper cites Towards unbounded machine unlearning.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Towards unbounded machine unlearning

Reference 2009

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:52:55.017065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c761f877-1ae8-438c-a68f-216025268166 · outbound

This paper cites Cha, S., Cho, S., Hwang, D., Lee, H., Moon, T., and Lee, M.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Cha, S., Cho, S., Hwang, D., Lee, H., Moon, T., and Lee, M

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.309453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a48b8a8-8437-496d-b969-c207c79fba80 · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Distilling the Knowledge in a Neural Network

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.576400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ed2d583-a936-4bfa-803a-f45d50779920 · outbound

This paper cites Neel, S., Roth, A., and Sharifi-Malvajerdi, S.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Neel, S., Roth, A., and Sharifi-Malvajerdi, S

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.616250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40b45762-7047-41e0-8eb4-1555f8fe215f · outbound

This paper cites Goldman, E.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Goldman, E

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.554244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7dcc5650-9cce-41da-8189-b5fb0d1b54a6 · outbound

This paper cites an unresolved cited work.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Unresolved cited work

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.215383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf13fd68-4b83-4f54-b526-f7223a764549 · outbound

This paper cites McInnes, L., Healy, J., Saul, N., and Grossberger, L.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack McInnes, L., Healy, J., Saul, N., and Grossberger, L

Reference 2022

Resolution: verified exact; doi, observed 2026-08-07T11:52:53.709105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 030d0e56-8927-410a-9c18-3f9eff5e32e1 · outbound

This paper cites Chundawat, V.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Chundawat, V

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T11:52:53.536267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7e96e06-5acb-480a-81a6-6b5a82bb60a0 · outbound

This paper cites Chen, H., Zhu, T., Yu, X., and Zhou, W.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Chen, H., Zhu, T., Yu, X., and Zhou, W

Reference 2024

Resolution: verified exact; doi, observed 2026-08-07T11:52:53.769828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 52ea3dcd-a91c-456a-bb1e-ec67437b883a · outbound

This paper cites Bourtoule, L., Chandrasekaran, V ., Choquette-Choo, C.

Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack Bourtoule, L., Chandrasekaran, V ., Choquette-Choo, C

Reference 2025

Resolution: verified exact; doi, observed 2026-08-07T11:52:53.791954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation d76791a2-c840-409b-9bce-e1478cbf476d · inbound

Efficient Unlearning through Maximizing Relearning Convergence Delay cites this paper.

Efficient Unlearning through Maximizing Relearning Convergence Delay Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-06-01T02:02:15.995022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8c498b50-c26e-4b29-960b-672ab96a1b4a · inbound

Association Restoration Test: Revealing Restorable Shortcuts after Unlearning cites this paper.

Association Restoration Test: Revealing Restorable Shortcuts after Unlearning Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack

Reference 12

Resolution: metadata mismatch; local_arxiv, observed 2026-07-11T03:07:53.022771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6996f491-b63b-47ec-b0c9-96037ef629f7 · inbound

Gradient Concentration, Not Weight Saliency, Explains Representation-Level Class Unlearning cites this paper.

Gradient Concentration, Not Weight Saliency, Explains Representation-Level Class Unlearning Unlearning's Blind Spots: Over-Unlearning and Prototypical Relearning Attack

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-01T07:47:11.267936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.