Do Membership Inference Attacks Work on Large Language Models? | Paper Citation Record

Observation efef95b9-ffe5-4db4-90ec-3de08df662ca · inbound

CODECLEANER: Elevating Standards with A Robust Data Contamination Mitigation Toolkit cites this paper.

CODECLEANER: Elevating Standards with A Robust Data Contamination Mitigation Toolkit Do Membership Inference Attacks Work on Large Language Models?

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-12T19:19:26.491701Z

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Observation 25d85002-0d50-4809-bbd0-b29f8b11912e · inbound

Developer Perspectives on Licensing and Copyright Issues Arising from Generative AI for Software Development cites this paper.

Developer Perspectives on Licensing and Copyright Issues Arising from Generative AI for Software Development Do Membership Inference Attacks Work on Large Language Models?

Reference 35

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Observation 5032bb7b-722f-4f92-92c8-422ee39e9575 · inbound

LUMIA: Linear probing for Unimodal and MultiModal Membership Inference Attacks leveraging internal LLM states cites this paper.

LUMIA: Linear probing for Unimodal and MultiModal Membership Inference Attacks leveraging internal LLM states Do Membership Inference Attacks Work on Large Language Models?

Reference 9

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Observation 9d4bf5e5-876b-48ab-92b2-5c7b6a093b53 · inbound

Towards Data Governance of Frontier AI Models cites this paper.

Towards Data Governance of Frontier AI Models Do Membership Inference Attacks Work on Large Language Models?

Reference 31

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Observation c2e7b4a2-9c8b-4107-ab1b-b2bf20adaa37 · inbound

Underestimated Privacy Risks for Minority Populations in Large Language Model Unlearning cites this paper.

Underestimated Privacy Risks for Minority Populations in Large Language Model Unlearning Do Membership Inference Attacks Work on Large Language Models?

Reference 14

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Observation 0ef7962d-0d84-4b6b-81ee-79404630f759 · inbound

Sequence-Level Leakage Risk of Training Data in Large Language Models cites this paper.

Sequence-Level Leakage Risk of Training Data in Large Language Models Do Membership Inference Attacks Work on Large Language Models?

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T15:09:50.684310Z

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Observation 09739a16-9306-470a-9ae1-63a0e0e86594 · inbound

Prompt-based Unifying Inference Attack on Graph Neural Networks cites this paper.

Prompt-based Unifying Inference Attack on Graph Neural Networks Do Membership Inference Attacks Work on Large Language Models?

Reference 14

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Observation c39f4fc5-b137-4450-bcd7-883eb91e4dd0 · inbound

Investigating the Feasibility of Mitigating Potential Copyright Infringement via Large Language Model Unlearning cites this paper.

Investigating the Feasibility of Mitigating Potential Copyright Infringement via Large Language Model Unlearning Do Membership Inference Attacks Work on Large Language Models?

Reference 8

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Observation 4d21b3e2-2e99-4460-8ffd-282b8f3db0b2 · inbound

Synthetic Data Privacy Metrics cites this paper.

Synthetic Data Privacy Metrics Do Membership Inference Attacks Work on Large Language Models?

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-10T21:47:30.086668Z

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Observation 76c3c328-2d71-4767-a02e-f89e70c99e10 · inbound

Synthetic Data Can Mislead Evaluations: Membership Inference as Machine Text Detection cites this paper.

Synthetic Data Can Mislead Evaluations: Membership Inference as Machine Text Detection Do Membership Inference Attacks Work on Large Language Models?

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T17:58:01.320866Z

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Observation 6b53459b-c6c8-470c-befc-53e5ca51212b · inbound

Membership Inference Attacks Against Vision-Language Models cites this paper.

Membership Inference Attacks Against Vision-Language Models Do Membership Inference Attacks Work on Large Language Models?

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T14:01:10.830799Z

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Observation 57b9cc5d-0258-4efa-9f55-6067991adbed · inbound

How Contaminated Is Your Benchmark? Quantifying Dataset Leakage in Large Language Models with Kernel Divergence cites this paper.

How Contaminated Is Your Benchmark? Quantifying Dataset Leakage in Large Language Models with Kernel Divergence Do Membership Inference Attacks Work on Large Language Models?

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:34.963750Z

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Observation 86eda99d-f32b-4340-a6d7-c876b89afa67 · inbound

Position: Adversarial ML for LLMs Is Not Making Any Progress cites this paper.

Position: Adversarial ML for LLMs Is Not Making Any Progress Do Membership Inference Attacks Work on Large Language Models?

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T12:47:21.654892Z

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Observation 6929fc05-553d-42ef-a768-d9f1c73d09a4 · inbound

Are the Hidden States Hiding Something? Testing the Limits of Factuality-Encoding Capabilities in LLMs cites this paper.

Are the Hidden States Hiding Something? Testing the Limits of Factuality-Encoding Capabilities in LLMs Do Membership Inference Attacks Work on Large Language Models?

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T15:04:05.514546Z

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Observation 2baf5d17-acee-49c1-b1c1-78de82ef832d · inbound

Reality Check: A New Evaluation Ecosystem Is Necessary to Understand AI's Real World Effects cites this paper.

Reality Check: A New Evaluation Ecosystem Is Necessary to Understand AI's Real World Effects Do Membership Inference Attacks Work on Large Language Models?

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T14:26:34.957705Z

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Observation a0bba566-7a14-4d73-a1a2-ed1c6ba38de8 · inbound

The Common Pile v0.1: An 8TB Dataset of Public Domain and Openly Licensed Text cites this paper.

The Common Pile v0.1: An 8TB Dataset of Public Domain and Openly Licensed Text Do Membership Inference Attacks Work on Large Language Models?

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T10:29:43.885399Z

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Observation 8ccc7868-e153-43aa-ae1f-a979933d83a1 · inbound

Hey, That's My Data! Token-Only Dataset Inference in Large Language Models cites this paper.

Hey, That's My Data! Token-Only Dataset Inference in Large Language Models Do Membership Inference Attacks Work on Large Language Models?

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:07:15.813439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 94f448c2-11f7-440a-85be-8cfe9e22b7a6 · inbound

SoK: The Privacy Paradox of Large Language Models: Advancements, Privacy Risks, and Mitigation cites this paper.

SoK: The Privacy Paradox of Large Language Models: Advancements, Privacy Risks, and Mitigation Do Membership Inference Attacks Work on Large Language Models?

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:46:10.006386Z

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Observation 3f797671-79bf-41bb-821a-a5d6eba47522 · inbound

Membership Inference Attacks as Privacy Tools: Reliability, Disparity and Ensemble cites this paper.

Membership Inference Attacks as Privacy Tools: Reliability, Disparity and Ensemble Do Membership Inference Attacks Work on Large Language Models?

Reference 10

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Observation ea4cd985-ea82-4188-a20e-400d96f8ccdc · inbound

Winter Soldier: Backdooring Language Models at Pre-Training with Indirect Data Poisoning cites this paper.

Winter Soldier: Backdooring Language Models at Pre-Training with Indirect Data Poisoning Do Membership Inference Attacks Work on Large Language Models?

Reference 6

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Observation 9cadb772-dabc-40ac-8056-21749e7b401f · inbound

MAGPIE: A dataset for Multi-AGent contextual PrIvacy Evaluation cites this paper.

MAGPIE: A dataset for Multi-AGent contextual PrIvacy Evaluation Do Membership Inference Attacks Work on Large Language Models?

Reference 2024

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Observation 606cf67f-3846-4448-8f5a-9353ce44e412 · inbound

Breaking the Myth: Can Small Models Infer Postconditions Too? cites this paper.

Breaking the Myth: Can Small Models Infer Postconditions Too? Do Membership Inference Attacks Work on Large Language Models?

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T17:41:42.827941Z

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Observation 4ef5f496-2eed-494f-9128-b865bde26af8 · inbound

What Should LLMs Forget? Quantifying Personal Data in LLMs for Right-to-Be-Forgotten Requests cites this paper.

What Should LLMs Forget? Quantifying Personal Data in LLMs for Right-to-Be-Forgotten Requests Do Membership Inference Attacks Work on Large Language Models?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T17:21:33.573107Z

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Observation 40fd2cbc-f0cf-464c-afea-9b1f38bfd8ba · inbound

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework cites this paper.

Identifying Pre-training Data in LLMs: A Neuron Activation-Based Detection Framework Do Membership Inference Attacks Work on Large Language Models?

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T15:15:18.142763Z

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Observation c77d8cef-02d0-4b75-9aa2-e5755e690b87 · inbound

Understanding the Supply Chain and Risks of Large Language Model Applications cites this paper.

Understanding the Supply Chain and Risks of Large Language Model Applications Do Membership Inference Attacks Work on Large Language Models?

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T14:45:42.859273Z

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Observation f9b6cf5c-4721-4837-950f-20132d39562d · inbound

LoRA-Leak: Membership Inference Attacks Against LoRA Fine-tuned Language Models cites this paper.

LoRA-Leak: Membership Inference Attacks Against LoRA Fine-tuned Language Models Do Membership Inference Attacks Work on Large Language Models?

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T18:20:44.444846Z

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Observation b9396d14-49be-46fd-8907-e0029956fb9d · inbound

Cascading and Proxy Membership Inference Attacks cites this paper.

Cascading and Proxy Membership Inference Attacks Do Membership Inference Attacks Work on Large Language Models?

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-06T12:54:01.045235Z

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Observation d1d484ca-8be7-4193-929d-df2e378d60c1 · inbound

How Quantization Impacts Privacy Risk on LLMs for Code? cites this paper.

How Quantization Impacts Privacy Risk on LLMs for Code? Do Membership Inference Attacks Work on Large Language Models?

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T10:26:17.888318Z

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Observation d6a6400c-386a-488b-9696-342ab2df4aba · inbound

Layer-Wise Perturbations via Sparse Autoencoders for Adversarial Text Generation cites this paper.

Layer-Wise Perturbations via Sparse Autoencoders for Adversarial Text Generation Do Membership Inference Attacks Work on Large Language Models?

Reference 131

Resolution: unresolved; no resolver link, observed 2026-08-05T20:31:44.954969Z

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Observation 83b411ab-e77f-46e3-8b54-ab65d81ab2b0 · inbound

A Survey: Towards Privacy and Security in Mobile Large Language Models cites this paper.

A Survey: Towards Privacy and Security in Mobile Large Language Models Do Membership Inference Attacks Work on Large Language Models?

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:15.156786Z

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Observation eee51d87-d31f-474c-b98c-e27be0ff8749 · inbound

EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint cites this paper.

EverTracer: Hunting Stolen Large Language Models via Stealthy and Robust Probabilistic Fingerprint Do Membership Inference Attacks Work on Large Language Models?

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T16:38:18.453010Z

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Observation 42b73b86-6d33-48ab-a7fd-0d3fd1650bf6 · inbound

From Rookie to Expert: Manipulating LLMs for Automated Vulnerability Exploitation in Enterprise Software cites this paper.

From Rookie to Expert: Manipulating LLMs for Automated Vulnerability Exploitation in Enterprise Software Do Membership Inference Attacks Work on Large Language Models?

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-05-16T20:03:22.225923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 42f4daff-5c49-4577-8783-97d08928e89a · inbound

LoMime: Query-Efficient Membership Inference using Model Extraction in Label-Only Settings cites this paper.

LoMime: Query-Efficient Membership Inference using Model Extraction in Label-Only Settings Do Membership Inference Attacks Work on Large Language Models?

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T21:52:47.078915Z

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Observation 5707179e-171e-4abf-b374-8dc48447e387 · inbound

Learning the Signature of Memorization in Autoregressive Language Models cites this paper.

Learning the Signature of Memorization in Autoregressive Language Models Do Membership Inference Attacks Work on Large Language Models?

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-13T19:53:11.488922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a62976a8-e937-49e9-97d4-8509dacdc8a5 · inbound

CoLA: A Choice Leakage Attack Framework to Expose Privacy Risks in Subset Training cites this paper.

CoLA: A Choice Leakage Attack Framework to Expose Privacy Risks in Subset Training Do Membership Inference Attacks Work on Large Language Models?

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T09:36:03.382846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 29a0ff95-895a-4b2e-8687-34750292b1fe · inbound

Pop Quiz Attack: Black-box Membership Inference Attacks Against Large Language Models cites this paper.

Pop Quiz Attack: Black-box Membership Inference Attacks Against Large Language Models Do Membership Inference Attacks Work on Large Language Models?

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:26:09.134725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c901bb3c-a570-4821-a962-6eb6b2047df9 · inbound

Black-box model classification under the discriminative factorization cites this paper.

Black-box model classification under the discriminative factorization Do Membership Inference Attacks Work on Large Language Models?

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T02:25:53.787581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 8bd72609-c11d-4787-a927-b89154a47a3e · inbound

DistractMIA: Black-Box Membership Inference on Vision-Language Models via Semantic Distraction cites this paper.

DistractMIA: Black-Box Membership Inference on Vision-Language Models via Semantic Distraction Do Membership Inference Attacks Work on Large Language Models?

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:42:57.260858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6757cc56-d5b8-428f-a1e6-22c81bc58dae · inbound

Distinguishable Deletion: Unifying Knowledge Erasure and Refusal for Large Language Model Unlearning cites this paper.

Distinguishable Deletion: Unifying Knowledge Erasure and Refusal for Large Language Model Unlearning Do Membership Inference Attacks Work on Large Language Models?

Reference 88

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:52:48.251084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 01d1bcf2-e326-4efd-bc70-1097872ee15b · inbound

TRACER: A Semantic-Aware Framework for Fine-Grained Contamination Detection in Code LLMs cites this paper.

TRACER: A Semantic-Aware Framework for Fine-Grained Contamination Detection in Code LLMs Do Membership Inference Attacks Work on Large Language Models?

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-06-30T15:34:47.921982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c828bbc7-0c5a-4f43-8401-9d6214252b82 · inbound

MRMMIA: Membership Inference Attacks on Memory in Chat Agents cites this paper.

MRMMIA: Membership Inference Attacks on Memory in Chat Agents Do Membership Inference Attacks Work on Large Language Models?

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T12:13:27.040213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation a1977308-f5cd-44a5-9773-999193f81a2d · inbound

Auditing Training Data in Generative Music Models via Black-Box Membership Inference cites this paper.

Auditing Training Data in Generative Music Models via Black-Box Membership Inference Do Membership Inference Attacks Work on Large Language Models?

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T08:53:16.246563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 87a887c1-d2b5-4a13-84ee-43df872b98b4 · inbound

Auditing Training Data in Domain-adapted LLMs: LoRA-MINT cites this paper.

Auditing Training Data in Domain-adapted LLMs: LoRA-MINT Do Membership Inference Attacks Work on Large Language Models?

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T17:47:17.953667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5351836b-be6c-4941-b63c-49fa8feb61d2 · inbound

SoK: Colluding Adversaries in Machine Learning Pipelines cites this paper.

SoK: Colluding Adversaries in Machine Learning Pipelines Do Membership Inference Attacks Work on Large Language Models?

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-07-03T02:07:33.483376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 3ec6f159-f92e-4453-b1a8-376d579ab49f · inbound

Have You Ever Seen Them? Entity-level Membership Inference through Interrogating Large Language Models cites this paper.

Have You Ever Seen Them? Entity-level Membership Inference through Interrogating Large Language Models Do Membership Inference Attacks Work on Large Language Models?

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T10:59:46.007592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6fd9a43c-05f2-4763-ab73-96ebaa03ac86 · inbound

Decomposing Memorization Reduction in Privacy-Preserving Fine-Tuning of SLMs for CSIRTs cites this paper.

Decomposing Memorization Reduction in Privacy-Preserving Fine-Tuning of SLMs for CSIRTs Do Membership Inference Attacks Work on Large Language Models?

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-01T15:25:48.782266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 0b5115db-4280-44a1-b503-07dc97b09ed3 · inbound

Watermarking for Proprietary Dataset Protection cites this paper.

Watermarking for Proprietary Dataset Protection Do Membership Inference Attacks Work on Large Language Models?

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-02T16:17:08.424761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f8eba25e-0ae9-4b7a-a1c7-3e05532a4483 · inbound

WARP: Weight-Space Analysis for Recovering Training Data Portfolios cites this paper.

WARP: Weight-Space Analysis for Recovering Training Data Portfolios Do Membership Inference Attacks Work on Large Language Models?

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T17:58:46.712670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 39f124bf-3130-473b-b751-d411733e6fce · inbound

Implicit Reasoning Steering via Concept Chaining cites this paper.

Implicit Reasoning Steering via Concept Chaining Do Membership Inference Attacks Work on Large Language Models?

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-02T02:44:26.241104Z

Source-reported events for the cited work

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Observation 389c5132-c9a4-480b-9768-f7e34dd9604c · inbound

Implicit Reasoning Steering via Concept Chaining cites this paper.

Implicit Reasoning Steering via Concept Chaining Do Membership Inference Attacks Work on Large Language Models?

Reference 122

Resolution: unresolved; no resolver link, observed 2026-08-02T02:44:31.981486Z

Source-reported events for the cited work

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Observation 3b6506ba-f4ae-43db-9bd6-7e0531d18027 · inbound

Temporal Leakage in LLM Backtesting: Measurement, Validation, and Adjusted Scores cites this paper.

Temporal Leakage in LLM Backtesting: Measurement, Validation, and Adjusted Scores Do Membership Inference Attacks Work on Large Language Models?

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T04:31:04.357384Z

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Observation b049e49f-11ed-4f11-82b4-e13eb0391e0c · inbound

GROM: Gradient-Free Rapid One-Shot Machine Unlearning cites this paper.

GROM: Gradient-Free Rapid One-Shot Machine Unlearning Do Membership Inference Attacks Work on Large Language Models?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T23:36:41.585468Z

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Observation 38ddb5d6-c233-4000-9062-fbfaaa98be4d · inbound

Measure, Don't Optimize: Forecasting Recovery in LLM Unlearning cites this paper.

Measure, Don't Optimize: Forecasting Recovery in LLM Unlearning Do Membership Inference Attacks Work on Large Language Models?

Reference 161

Resolution: unresolved; no resolver link, observed 2026-08-15T14:17:57.071910Z

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