2 citations · 3 across the 3 of their papers we have counts for
3 papers
cs.LG2024
Robustness Against Adversarial Attacks via Learning Confined Adversarial Polytopes
Shayan Mohajer Hamidi, Linfeng Ye
Deep neural networks (DNNs) could be deceived by generating human-imperceptible perturbations of clean samples. Therefore, enhancing the robustness of DNNs against adversarial atta…
cs.LG2024★ 1 cited
Bayes Conditional Distribution Estimation for Knowledge Distillation Based on Conditional Mutual Information
Linfeng Ye, Shayan Mohajer Hamidi, Renhao Tan +1
It is believed that in knowledge distillation (KD), the role of the teacher is to provide an estimate for the unknown Bayes conditional probability distribution (BCPD) to be used i…
cs.LG2023★ 2 cited
Conditional Mutual Information Constrained Deep Learning for Classification
En-Hui Yang, Shayan Mohajer Hamidi, Linfeng Ye +2
The concepts of conditional mutual information (CMI) and normalized conditional mutual information (NCMI) are introduced to measure the concentration and separation performance of…