2 papers
cs.LG2026
Closed-Form Concept Erasure via Double Projections
Chi Zhang, Jingpu Cheng, Zhixian Wang +1
While modern generative models such as diffusion-based architectures have enabled impressive creative capabilities, they also raise important safety and ethical risks. These concer…
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…