Statistical Testing

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
Algorithm Design
Adversarial attack
Statistical Testing
2023.06.24 2025.05.28
Literature Database

Gaussian Membership Inference Privacy

Authors: Tobias Leemann, Martin Pawelczyk, Gjergji Kasneci | Published: 2023-06-12 | Updated: 2023-10-26
Privacy Technique
Hypothesis Testing
Statistical Testing
2023.06.12 2025.05.28
Literature Database

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
Optimization Methods
Image Feature Extraction
Statistical Testing
2022.11.18 2025.05.28
Literature Database

Feature Shift Detection: Localizing Which Features Have Shifted via Conditional Distribution Tests

Authors: Sean Kulinski, Saurabh Bagchi, David I. Inouye | Published: 2021-07-14
Data Contamination Detection
Concept Drift
Statistical Testing
2021.07.14 2025.05.28
Literature Database

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
Robustness Improvement Method
Convergence Property
Statistical Testing
2020.02.08 2025.05.28
Literature Database

Adversarial Examples from Cryptographic Pseudo-Random Generators

Authors: Sébastien Bubeck, Yin Tat Lee, Eric Price, Ilya Razenshteyn | Published: 2018-11-15
Robustness Improvement
Statistical Hypothesis Testing
Statistical Testing
2018.11.15 2025.05.28
Literature Database