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Yushi Cheng

3 accepted papers

2026

Beyond Binary Erasure: Soft-Weighted Unlearning for Fairness and Robustness

AAAI 2026technical

Machine unlearning, as a post-hoc processing technique, has gained widespread adoption in addressing challenges like bias mitigation and robustness enhancement. However, existing non-privacy unlearning-based solutions persist in using a binary data removal framework designed for privacy-driven motiv

Cited by 0SourcePDFScholar
2025

MYOPIA: Protecting Face Privacy from Malicious Personalized Text-to-Image Synthesis via Unlearnable Examples

AAAI 2025technical

Personalized text-to-image synthesis models, such as DreamBooth, have demonstrated significant potential in creating lifelike images tailored to a specific individual by fine-tuning from a limited set of face images and simple prompts. However, if misused, these model could pose a serious risk of pr…

2025

V-Phanton: Voltage-Based Physically-Triggered Backdoor Attack Against Facial Recognition

ICASSP 2025accepted

Physical backdoor attacks are under increasing scrutiny, yet current methods often necessitate directly applying adversarial perturbations to target objects, like the attacker’s face. These approaches often pose practical challenges and compromise concealment. In this paper, we propose a stealthy, p…

Cited by 0SourceScholar