conftrace_

membership inference

114 papers

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Also known as

MI

Co-occurring keywords

privacy attack (119) membership inference attack (93) large language model (13587) privacy leakage (105) differential privacy (1016) language model (4599) machine unlearning (290) privacy risk (42) training datum (124) adversarial attack (1621)

Papers

Deduplicating Training Data Mitigates Privacy Risks in Language Models ICML 2022
Bounding Training Data Reconstruction in Private (Deep) Learning ICML 2022
Leveraging Adversarial Examples To Quantify Membership Information Leakage CVPR 2022
How Does Data Augmentation Affect Privacy in Machine Learning? AAAI 2021
Quantifying the Privacy Risks of Learning High-Dimensional Graphical Models AISTATS 2021
On the Privacy Properties of GAN-generated Samples AISTATS 2021
Amnesiac Machine Learning AAAI 2021
Label-Only Membership Inference Attacks ICML 2021
On the Difficulty of Membership Inference Attacks CVPR 2021
Membership Privacy for Machine Learning Models Through Knowledge Transfer AAAI 2021
Alleviating Privacy Attacks via Causal Learning ICML 2020
Radioactive data: tracing through training ICML 2020
On Log-Loss Scores and (No) Privacy EMNLP 2020
White-box vs Black-box: Bayes Optimal Strategies for Membership Inference ICML 2019