Adversarial Examples Are Not Bugs, They Are Features
目錄 概 主要內容 符號說明及部分定義 $\rho$可用特征 $\gamma$穩定可用特征 可用不穩定特征 ...
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ADVERSARIAL EXAMPLES IN THE PHYSICAL WORLD
, ADVERSARIAL EXAMPLES IN THE PHYSICAL WORLD 概 有很多種 ...
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
目錄 概 主要內容 符號說明 Error Classification-calibrated surrogate loss 引理2. ...
The Limitations of Deep Learning in Adversarial Settings
目錄 概 主要內容 alg2, alg3 一些有趣的實驗指標 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
目錄 概 主要內容 基本的概念 目標函數 如何選擇c 如何應對Box約束 $L_2$ att ...
HAT
目錄 概 主要內容 代碼 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
目錄 概 主要內容 定理1 代碼 Cohen J., Rosenfeld E., Kolter J. Certified Adversarial Robustness via Randomized Smoothing. ...