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isoperimetric inequality

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adversarial example (2) gaussian convolution (1) random convolutional networks (1) theory (1) »sℯ(d) (1) boolean hypercube (1) uniform distribution (1) adversarial risk (1) classifier robustness (1) brownian motion (1)

Papers

Existence of Adversarial Examples for Random Convolutional Networks via Isoperimetric Inequalities on SO(d) COLT 2025 Generalization of noisy SGD in unbounded non-convex settings ICML 2025 Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds ICLR 2021 Adversarial Risk and Robustness: General Definitions and Implications for the Uniform Distribution NeurIPS 2018