Difficulty Calibration

Is Difficulty Calibration All We Need? Towards More Practical Membership Inference Attacks

Authors: Yu He, Boheng Li, Yao Wang, Mengda Yang, Juan Wang, Hongxin Hu, Xingyu Zhao | Published: 2024-08-31 | Updated: 2024-09-04
Membership Inference
Attack Method
Difficulty Calibration

Towards Certification of Uncertainty Calibration under Adversarial Attacks

Authors: Cornelius Emde, Francesco Pinto, Thomas Lukasiewicz, Philip H. S. Torr, Adel Bibi | Published: 2024-05-22
Evaluation Method
Watermark Evaluation
Difficulty Calibration

Private Prediction Sets

Authors: Anastasios N. Angelopoulos, Stephen Bates, Tijana Zrnic, Michael I. Jordan | Published: 2021-02-11 | Updated: 2024-03-03
Watermarking
Data Protection Method
Difficulty Calibration

White-box vs Black-box: Bayes Optimal Strategies for Membership Inference

Authors: Alexandre Sablayrolles, Matthijs Douze, Yann Ollivier, Cordelia Schmid, Hervé Jégou | Published: 2019-08-29
Sample Complexity
Membership Inference
Difficulty Calibration