Igor Shilov

Beyond Data Filtering: Knowledge Localization for Capability Removal in LLMs

The Tail Tells All: Estimating Model-Level Membership Inference Vulnerability Without Reference Models

Certification for Differentially Private Prediction in Gradient-Based Training

Exploring the limits of strong membership inference attacks on large language models