relearning attacks

2 papers across 2 sessions

Poster Session 1

Wednesday, December 3, 2025 · 11:00 AM → 2:00 PM

From Dormant to Deleted: Tamper-Resistant Unlearning Through Weight-Space Regularization

#1400 · Shoaib Ahmed Siddiqui, Adrian Weller, David Krueger, Gintare Karolina Dziugaite, Michael Mozer, Eleni Triantafillou

We highlight the susceptibility of existing unlearning methods to relearning attacks and analyze the characteristics of robust methods by leveraging the weight-space perspective.

Poster Session 2

1 paper

Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Distillation Robustifies Unlearning

#1103 Spotlight · Bruce W, Lee, Addie Foote, Alex Infanger, Leni Shor, Harish Kamath, Jacob Goldman-Wetzler, Bryce Woodworth, Alex Cloud, Alexander Turner