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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…
cs.LG2024★ 1 cited
Fermi-Bose Machine achieves both generalization and adversarial robustness
Mingshan Xie, Yuchen Wang, Haiping Huang
Distinct from human cognitive processing, deep neural networks trained by backpropagation can be easily fooled by adversarial examples. To design a semantically meaningful represen…