#artificial intelligence
Dec 2025
Dual Randomized Smoothing: Beyond Global Noise Variance
A dual RS framework is proposed which enables input-dependent noise variances and provides a routing perspective for certified robustness, improving the accuracy-robustness trade-off with off-the-shelf expert RS models.
Chenhao Sun, Yuhao Mao, Martin T. Vechev
· arXiv.org · 1 citation