Paper Citation Record · LEDGER

SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2406.17975.

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

pith.paper-citation-record.v1
2406.17975 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T19:32:34.320030Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T11:07:15.789993Z

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 b26e3f19-5704-4bbc-af50-0cc775d204d8 · inbound

Riddle Me This! Stealthy Membership Inference for Retrieval-Augmented Generation cites this paper.

Riddle Me This! Stealthy Membership Inference for Retrieval-Augmented Generation SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T19:32:34.320030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8405e8ad-d6e8-4f2f-ad6f-30c73754bd17 · 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 SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T18:11:35.009058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce97a837-3cb2-4b88-a418-2a85a9eb1764 · 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 SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-19T11:07:15.791508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 034fbd50-c44c-471b-86e3-32722960d7f6 · inbound

SOFT: Selective Data Obfuscation for Protecting LLM Fine-tuning against Membership Inference Attacks cites this paper.

SOFT: Selective Data Obfuscation for Protecting LLM Fine-tuning against Membership Inference Attacks SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-07T04:33:16.958162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1154c679-a32a-43c4-b899-bd859968a83a · inbound

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

Membership Inference Attacks as Privacy Tools: Reliability, Disparity and Ensemble SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:30:35.198739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4294910-64e8-4db1-816a-111ca80a002f · inbound

Causal Evaluation of Membership Inference Attacks cites this paper.

Causal Evaluation of Membership Inference Attacks SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)

Reference 719

Resolution: unresolved; no resolver link, observed 2026-08-03T05:23:05.037843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e61bc78c-2968-49ab-bf6e-0ed4fa58c62c · inbound

Privacy Auditing with Zero (0) Training Run cites this paper.

Privacy Auditing with Zero (0) Training Run SoK: Membership Inference Attacks on LLMs are Rushing Nowhere (and How to Fix It)

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-15T01:28:26.979614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.