Paper Citation Record · LEDGER

On the Importance of Difficulty Calibration in Membership Inference Attacks

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2111.08440.

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

pith.paper-citation-record.v1
2111.08440 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T11:46:23.192542Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T10:59:46.017653Z

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 d6a1fa55-3001-4021-8411-c5fdfdb8cf0b · inbound

The False Promise of Imitating Proprietary LLMs cites this paper.

The False Promise of Imitating Proprietary LLMs On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:54:31.413670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1d60a02f-a961-4453-a433-5e76ee8022b1 · inbound

Watermarking across Modalities for Content Tracing and Generative AI cites this paper.

Watermarking across Modalities for Content Tracing and Generative AI On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 1993

Resolution: unresolved; no resolver link, observed 2026-08-09T11:46:23.192542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 967940f5-5ca1-4f64-8688-088ee60843b7 · inbound

Unveiling Client Privacy Leakage from Public Dataset Usage in Federated Distillation cites this paper.

Unveiling Client Privacy Leakage from Public Dataset Usage in Federated Distillation On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T11:15:28.582584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4eede62-8fc0-4572-95d6-c4ace18822a7 · inbound

Privacy Leaks by Adversaries: Adversarial Iterations for Membership Inference Attack cites this paper.

Privacy Leaks by Adversaries: Adversarial Iterations for Membership Inference Attack On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:21:28.996687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4da9368-4e9a-4858-9969-649ab55f6bb0 · inbound

Synthetic Tabular Data: Methods, Attacks and Defenses cites this paper.

Synthetic Tabular Data: Methods, Attacks and Defenses On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T06:06:21.013927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93ded813-d668-44f8-9a34-230841773cc7 · inbound

Membership Inference Attacks for Unseen Classes cites this paper.

Membership Inference Attacks for Unseen Classes On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T06:04:24.401244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6fc312a-8422-42c6-8614-90c873970e16 · 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 On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T15:15:21.392711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0d6b4a36-0a9f-46f0-aba3-08feaf8f9ade · inbound

Evaluating the Dynamics of Membership Privacy in Deep Learning cites this paper.

Evaluating the Dynamics of Membership Privacy in Deep Learning On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T10:58:06.068483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd6dfb77-44ef-4e9a-8f0e-106c066968d4 · inbound

Membership Inference Attacks with False Discovery Rate Control cites this paper.

Membership Inference Attacks with False Discovery Rate Control On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-05T22:28:06.202502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b6133dd-e909-4fd0-8b22-4429410d96ad · inbound

DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation cites this paper.

DCMI: A Differential Calibration Membership Inference Attack Against Retrieval-Augmented Generation On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-05T04:42:13.917984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 972c079d-e5f8-4f69-a132-87b6b3b48d56 · inbound

A Unified Perspective on Adversarial Membership Manipulation in Vision Models cites this paper.

A Unified Perspective on Adversarial Membership Manipulation in Vision Models On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:08:12.965253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb265015-9425-4cbf-912b-cf2c788d1950 · inbound

Generalization and Membership Inference Attack a Practical Perspective cites this paper.

Generalization and Membership Inference Attack a Practical Perspective On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T12:46:27.188244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 57346f11-721d-4762-9f69-22b934301e7d · 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 On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 70

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T10:59:46.019261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8327fede-31b1-472c-9738-a8eee14090ad · inbound

Reference-Based Distillation Detection in LLMs cites this paper.

Reference-Based Distillation Detection in LLMs On the Importance of Difficulty Calibration in Membership Inference Attacks

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-14T17:39:28.270033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.