Adversarial Examples Are Not Bugs, They Are Features
目录 概 主要内容 符号说明及部分定义 $\rho$可用特征 $\gamma$稳定可用特征 可用不稳定特征 ...
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ADVERSARIAL EXAMPLES IN THE PHYSICAL WORLD
, ADVERSARIAL EXAMPLES IN THE PHYSICAL WORLD 概 有很多种 ...
Adversarial Examples Improve Image Recognition
Xie C, Tan M, Gong B, et al. Adversarial Examples Improve Image Recognition.[J]. arXiv: Computer Vision and Pattern Recognition, 2019. @article ...
Theoretically Principled Trade-off between Robustness and Accuracy
目录 概 主要内容 符号说明 Error Classification-calibrated surrogate loss 引理2. ...
The Limitations of Deep Learning in Adversarial Settings
目录 概 主要内容 alg2, alg3 一些有趣的实验指标 Hardness measure Adversarial distance Nicolas Papernot ...
Feature Distillation With Guided Adversarial Contrastive Learning
Feature Distillation With Guided Adversarial Contrast ...
Towards Evaluating the Robustness of Neural Networks
目录 概 主要内容 基本的概念 目标函数 如何选择c 如何应对Box约束 $L_2$ att ...
HAT
目录 概 主要内容 代码 Rade R. and Moosavi-Dezfooli S. Helper-based adversarial training: reducing excessive margin to achieve a better ...
Universal adversarial perturbations
Universal Adversarial Perturbations[C]. computer visi ...
Certified Adversarial Robustness via Randomized Smoothing
目录 概 主要内容 定理1 代码 Cohen J., Rosenfeld E., Kolter J. Certified Adversarial Robustness via Randomized Smoothing. ...