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Search results for cifar robustness

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Free_adv_train ⭐ 95

Official TensorFlow Implementation of Adversarial Training for Free! which trains robust models at no extra cost compared to natural training.

Pre Training ⭐ 79

Pre-Training Buys Better Robustness and Uncertainty Estimates (ICML 2019)

Informative Outlier Mining ⭐ 35

We propose a theoretically motivated method, Adversarial Training with informative Outlier Mining (ATOM), which improves the robustness of OOD detection to various types of adversarial OOD inputs and establishes state-of-the-art performance.

[ICML 2019] ME-Net: Towards Effective Adversarial Robustness with Matrix Estimation

Metric_learning_adversarial_robustness ⭐ 17

Code for NeurIPS 2019 Paper

Sensitivity Analysis of Deep Neural Networks (AAAI-19 paper)

"Maximum-Entropy Adversarial Data Augmentation for Improved Generalization and Robustness" (NeurIPS 2020).

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