2 papers
cs.LG2026
When World Models Dream Wrong: Physical-Conditioned Adversarial Attacks against World Models
Zhixiang Guo, Siyuan Liang, Andras Balogh +4
Generative world models (WMs) are increasingly used to synthesize controllable, sensor-conditioned driving videos, yet their reliance on physical priors exposes novel attack surfac…
cs.AI2025
CopyrightShield: Enhancing Diffusion Model Security against Copyright Infringement Attacks
Zhixiang Guo, Siyuan Liang, Aishan Liu +1
Diffusion models have attracted significant attention due to its exceptional data generation capabilities in fields such as image synthesis. However, recent studies have shown that…