Bridging Symmetry and Robustness: On the Role of Equivariance in Enhancing Adversarial Robustness

NeurIPSSpotlight2025

Authors
Longwei Wang, Ifrat Ikhtear Uddin, KC Santosh, Chaowei Zhang, Xiao Qin, Yang Zhou
Venue
NeurIPS 2025
Track
Spotlight

TL;DR

Adversarial examples reveal critical vulnerabilities in deep neural networks by exploiting their sensitivity to imperceptible input perturbations…

Opening excerpt from the authors’ abstract. source

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Topics

adversarial robustness

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