Hypothesis Testing

GaussMark: A Practical Approach for Structural Watermarking of Language Models

Authors: Adam Block, Ayush Sekhari, Alexander Rakhlin | Published: 2025-01-17
Watermarking
Hypothesis Testing
Experimental Validation

Bringing Order Amidst Chaos: On the Role of Artificial Intelligence in Secure Software Engineering

Authors: Matteo Esposito | Published: 2025-01-09
Hypothesis Testing
Defect Prediction Dataset Creation
Vulnerability Management

A Statistical Hypothesis Testing Framework for Data Misappropriation Detection in Large Language Models

Authors: Yinpeng Cai, Lexin Li, Linjun Zhang | Published: 2025-01-05
Framework
Hypothesis Testing
Watermark Evaluation

Robust Kernel Hypothesis Testing under Data Corruption

Authors: Antonin Schrab, Ilmun Kim | Published: 2024-05-30
Data Privacy Assessment
Data Protection Method
Hypothesis Testing

How Much Does Each Datapoint Leak Your Privacy? Quantifying the Per-datum Membership Leakage

Authors: Achraf Azize, Debabrota Basu | Published: 2024-02-15
Membership Inference
Hypothesis Testing
Watermark Evaluation

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

Approximate Data Deletion in Generative Models

Authors: Zhifeng Kong, Scott Alfeld | Published: 2022-06-29
Algorithm Design
Data Leakage
Hypothesis Testing

On the Use of CSI for the Generation of RF Fingerprints and Secret Keys

Authors: Muralikrishnan Srinivasan, Sotiris Skaperas, Arsenia Chorti | Published: 2021-10-28
Fingerprinting Method
Hypothesis Testing
Wireless Channel Detection