Machine Learning needs Better Randomness Standards: Randomised Smoothing and PRNG-based attacks
Authors: Pranav Dahiya, Ilia Shumailov, Ross Anderson | Published: 2023-06-24 | Updated: 2024-02-10
統計的検定
Gaussian Membership Inference Privacy
Authors: Tobias Leemann, Martin Pawelczyk, Gjergji Kasneci | Published: 2023-06-12 | Updated: 2023-10-26
Data-Adaptive Discriminative Feature Localization with Statistically Guaranteed Interpretation
Authors: Ben Dai, Xiaotong Shen, Lin Yee Chen, Chunlin Li, Wei Pan | Published: 2022-11-18
Feature Shift Detection: Localizing Which Features Have Shifted via Conditional Distribution Tests
Authors: Sean Kulinski, Saurabh Bagchi, David I. Inouye | Published: 2021-07-14
Curse of Dimensionality on Randomized Smoothing for Certifiable Robustness
Authors: Aounon Kumar, Alexander Levine, Tom Goldstein, Soheil Feizi | Published: 2020-02-08 | Updated: 2020-08-14
Adversarial Examples from Cryptographic Pseudo-Random Generators
Authors: Sébastien Bubeck, Yin Tat Lee, Eric Price, Ilya Razenshteyn | Published: 2018-11-15