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Search results for adversarial robustness

27 search results found

Natural Adv Examples ⭐ 559

A Harder ImageNet Test Set (CVPR 2021)

Awesome Graph Attack Papers ⭐ 315

Adversarial attacks and defenses on Graph Neural Networks.

Adversarial Explainable Ai ⭐ 235

💡 Adversarial attacks on explanations and how to defend them

Free_adv_train ⭐ 95

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

[CVPR 2020] When NAS Meets Robustness: In Search of Robust Architectures against Adversarial Attacks

Understanding Fast Adv Training ⭐ 67

Understanding and Improving Fast Adversarial Training [NeurIPS 2020]

Crown Ibp ⭐ 64

Certified defense to adversarial examples using CROWN and IBP. Also includes GPU implementation of CROWN verification algorithm (in PyTorch).

Face Robustness Benchmark ⭐ 63

An adversarial robustness evaluation library on face recognition.

Adversarial Vision Challenge ⭐ 36

NIPS Adversarial Vision Challenge

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

Adversarial Distributional Training ⭐ 31

Adversarial Distributional Training (NeurIPS 2020)

Mdl Stance Robustness ⭐ 31

Multi-dataset stance detection and robustness experiments

[ICCV'19] Improving Adversarial Robustness via Guided Complement Entropy

Adversarial Robustness Public ⭐ 30

Code for AAAI 2018 accepted paper: "Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients"

RayS: A Ray Searching Method for Hard-label Adversarial Attack (KDD2020)

Square Attack ⭐ 27

Square Attack: a query-efficient black-box adversarial attack via random search [ECCV 2020]

Adversarial_mter ⭐ 23

Code for ICCV2019 paper《Adversarial Learning with Margin-based Triplet Embedding Regularization》

Robustarchitecturesearch ⭐ 18

This github repository contains the official code for the paper, "Evolving Robust Neural Architectures to Defend from Adversarial Attacks"

Adversarial Nonparametrics ⭐ 17

Robustness for Non-Parametric Classification: A Generic Attack and Defense

Dynamic_adv_training ⭐ 11

Code for ICML2019 Paper "On the Convergence and Robustness of Adversarial Training"

Nips 2018 Adversarial Vision Challenge ⭐ 10

Code, documents, and deployment configuration files, related to our participation in the 2018 NIPS Adversarial Vision Challenge "Robust Model Track"

[NeurIPS 2020, Spotlight] State-Adversarial DQN (SA-DQN) for robust deep reinforcement learning

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

Deepcloak ⭐ 7

ICLR16: DeepCloak: Masking Deep Neural Network Models for Robustness Against Adversarial Samples

[NeurIPS 2020 Spotlight] State-adversarial PPO for robust deep reinforcement learning

Overfitting or Underfitting? Understand Robustness Drop in Adversarial Training

Lipschitz-Certifiable Training with a Tight Outer Bound [NeurIPS 2020] | BCP (Box Constraint Propagation) | ⚡💪🛡️

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