2 papers
cs.LG2026
Machine Unlearning under Retain-Forget Entanglement
Jingpu Cheng, Ping Liu, Qianxiao Li +1
Forgetting a subset in machine unlearning is rarely an isolated task. Often, retained samples that are closely related to the forget set can be unintentionally affected, particular…
cs.CV2025
Erased or Dormant? Rethinking Concept Erasure Through Reversibility
Ping Liu, Chi Zhang
To what extent does concept erasure eliminate generative capacity in diffusion models? While prior evaluations have primarily focused on measuring concept suppression under specifi…