Paper Citation Record · LEDGER

Does Unlearning Truly Unlearn? A Black Box Evaluation of LLM Unlearning Methods

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2411.12103.

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

pith.paper-citation-record.v1
2411.12103 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 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 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:26:21.973125Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-23T04:42:33.350856Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a3d54804-05d6-44e7-8fc0-dba9c841c6bc · inbound

Improving LLM Unlearning Robustness via Random Perturbations cites this paper.

Improving LLM Unlearning Robustness via Random Perturbations Does Unlearning Truly Unlearn? A Black Box Evaluation of LLM Unlearning Methods

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-23T04:42:33.355115Z

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 69f1b47b-2bcf-4fd8-8b59-031cfedda4e9 · inbound

DUSK: Do Not Unlearn Shared Knowledge cites this paper.

DUSK: Do Not Unlearn Shared Knowledge Does Unlearning Truly Unlearn? A Black Box Evaluation of LLM Unlearning Methods

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:21.973125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f30d400-60e3-4ff9-a5a5-c0fcfe46ef9b · inbound

An Example Safety Case for Safeguards Against Misuse cites this paper.

An Example Safety Case for Safeguards Against Misuse Does Unlearning Truly Unlearn? A Black Box Evaluation of LLM Unlearning Methods

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:41:39.409032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c1bd043-7b6f-478f-bcbb-b698ff529c13 · inbound

Prompt Attacks Reveal Superficial Knowledge Removal in Unlearning Methods cites this paper.

Prompt Attacks Reveal Superficial Knowledge Removal in Unlearning Methods Does Unlearning Truly Unlearn? A Black Box Evaluation of LLM Unlearning Methods

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T04:37:06.722626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56258cf6-8917-4d07-8443-2c2caa3e9b90 · inbound

Module-Aware Parameter-Efficient Machine Unlearning on Transformers cites this paper.

Module-Aware Parameter-Efficient Machine Unlearning on Transformers Does Unlearning Truly Unlearn? A Black Box Evaluation of LLM Unlearning Methods

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T17:06:08.741168Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3118184-a0c2-4d0f-aa33-9002ac16b0de · inbound

PPE-Bench: A Benchmark for Evaluating MLLM Unlearning under Private-Public Entanglement cites this paper.

PPE-Bench: A Benchmark for Evaluating MLLM Unlearning under Private-Public Entanglement Does Unlearning Truly Unlearn? A Black Box Evaluation of LLM Unlearning Methods

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-12T06:18:42.939955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0eaac679-dc12-4149-871e-6cb32517c556 · inbound

Stochastic Meta-Unlearning: Bridging Language Backbone and Multimodal Unlearning cites this paper.

Stochastic Meta-Unlearning: Bridging Language Backbone and Multimodal Unlearning Does Unlearning Truly Unlearn? A Black Box Evaluation of LLM Unlearning Methods

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T14:53:52.243193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4cd6759-47e3-4638-96c7-aa229b8855be · inbound

Unlearning as Distribution Restoration: A Controlled Counterfactual Study, a Validated Selective Screen, and the Limits of Oracle-Free Certification cites this paper.

Unlearning as Distribution Restoration: A Controlled Counterfactual Study, a Validated Selective Screen, and the Limits of Oracle-Free Certification Does Unlearning Truly Unlearn? A Black Box Evaluation of LLM Unlearning Methods

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-01T14:11:43.490759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.