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Strong Membership Inference Attacks on Massive Datasets and (Moderately) Large Language Models

Strong Membership Inference Attacks on Massive Datasets and (Moderately) Large Language Models

24 May 2025
Jamie Hayes
Ilia Shumailov
Christopher A. Choquette-Choo
Matthew Jagielski
G. Kaissis
Katherine Lee
Milad Nasr
Sahra Ghalebikesabi
Niloofar Mireshghallah
Meenatchi Sundaram Mutu Selva Annamalai
Igor Shilov
Matthieu Meeus
Yves-Alexandre de Montjoye
Franziska Boenisch
Adam Dziedzic
A. Feder Cooper
ArXiv (abs)PDFHTML

Papers citing "Strong Membership Inference Attacks on Massive Datasets and (Moderately) Large Language Models"

8 / 8 papers shown
Title
Unlocking Post-hoc Dataset Inference with Synthetic Data
Unlocking Post-hoc Dataset Inference with Synthetic Data
Bihe Zhao
Pratyush Maini
Franziska Boenisch
Adam Dziedzic
12
0
0
18 Jun 2025
Extracting memorized pieces of (copyrighted) books from open-weight language models
Extracting memorized pieces of (copyrighted) books from open-weight language models
A. Feder Cooper
Aaron Gokaslan
Amy Cyphert
Christopher De Sa
Mark A. Lemley
Daniel E. Ho
Percy Liang
60
2
0
18 May 2025
Privacy Auditing of Large Language Models
Ashwinee Panda
Xinyu Tang
Milad Nasr
Christopher A. Choquette-Choo
Prateek Mittal
PILM
133
10
0
09 Mar 2025
The Canary's Echo: Auditing Privacy Risks of LLM-Generated Synthetic Text
The Canary's Echo: Auditing Privacy Risks of LLM-Generated Synthetic Text
Matthieu Meeus
Lukas Wutschitz
Santiago Zanella Béguelin
Shruti Tople
Reza Shokri
175
1
0
19 Feb 2025
Con-ReCall: Detecting Pre-training Data in LLMs via Contrastive Decoding
Con-ReCall: Detecting Pre-training Data in LLMs via Contrastive Decoding
Cheng Wang
Yiwei Wang
Bryan Hooi
Yujun Cai
Nanyun Peng
Kai-Wei Chang
132
6
0
05 Sep 2024
ReCaLL: Membership Inference via Relative Conditional Log-Likelihoods
ReCaLL: Membership Inference via Relative Conditional Log-Likelihoods
Roy Xie
Junlin Wang
Ruomin Huang
Minxing Zhang
Rong Ge
Jian Pei
Neil Zhenqiang Gong
Bhuwan Dhingra
MIALM
128
17
0
23 Jun 2024
Blind Baselines Beat Membership Inference Attacks for Foundation Models
Blind Baselines Beat Membership Inference Attacks for Foundation Models
Debeshee Das
Jie Zhang
Florian Tramèr
MIALM
175
39
1
23 Jun 2024
Beyond Chinchilla-Optimal: Accounting for Inference in Language Model Scaling Laws
Beyond Chinchilla-Optimal: Accounting for Inference in Language Model Scaling Laws
Nikhil Sardana
Jacob P. Portes
Sasha Doubov
Jonathan Frankle
LRM
400
88
0
31 Dec 2023
1