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cs.LG2026
Optimal Stability of KL Divergence under Gaussian Perturbations
Jialu Pan, Yufeng Zhang, Nan Hu +3
We study the problem of characterizing the stability of Kullback-Leibler (KL) divergence under Gaussian perturbations beyond Gaussian families. Existing relaxed triangle inequaliti…
cs.LG2018
Boosting the Robustness Verification of DNN by Identifying the Achilles's Heel
Chengdong Feng, Zhenbang Chen, Weijiang Hong +3
Deep Neural Network (DNN) is a widely used deep learning technique. How to ensure the safety of DNN-based system is a critical problem for the research and application of DNN. Robu…