2 papers
cs.LG2025
Geometric origin of adversarial vulnerability in deep learning
Yixiong Ren, Wenkang Du, Jianhui Zhou +1
Balancing training accuracy and adversarial robustness has beeen a challenge since the birth of deep learning. Here, we introduce a geometry-aware deep learning framework that leve…
cond-mat.dis-nn2024
Variational Evolutionary Network for Statistical Physics Systems
Yixiong Ren, Jianhui Zhou
Monte Carlo methods are widely used importance sampling techniques for studying complex physical systems. Integrating these methods with deep learning has significantly improved ef…