Certified Robustness

Robust Neural Networks using Randomized Adversarial Training

Authors: Alexandre Araujo, Laurent Meunier, Rafael Pinot, Benjamin Negrevergne | Published: 2019-03-25 | Updated: 2020-02-13
Certified Robustness
Adversarial Learning
Adversarial Attack Detection
2019.03.25 2025.05.28
Literature Database

On the Robustness of Deep K-Nearest Neighbors

Authors: Chawin Sitawarin, David Wagner | Published: 2019-03-20
Certified Robustness
Effective Perturbation Methods
Adversarial Attack Detection
2019.03.20 2025.05.28
Literature Database

Generating Adversarial Examples With Conditional Generative Adversarial Net

Authors: Ping Yu, Kaitao Song, Jianfeng Lu | Published: 2019-03-18
Certified Robustness
Adversarial Example
Adversarial Attack Detection
2019.03.18 2025.05.28
Literature Database

A Research Agenda: Dynamic Models to Defend Against Correlated Attacks

Authors: Ian Goodfellow | Published: 2019-03-14
Certified Robustness
Dynamic Service Scheduling
Adversarial Attack Methods
2019.03.14 2025.05.28
Literature Database

Attribution-driven Causal Analysis for Detection of Adversarial Examples

Authors: Susmit Jha, Sunny Raj, Steven Lawrence Fernandes, Sumit Kumar Jha, Somesh Jha, Gunjan Verma, Brian Jalaian, Ananthram Swami | Published: 2019-03-14
Certified Robustness
Adversarial Learning
Adversarial Attack Methods
2019.03.14 2025.05.28
Literature Database

Simple Physical Adversarial Examples against End-to-End Autonomous Driving Models

Authors: Adith Boloor, Xin He, Christopher Gill, Yevgeniy Vorobeychik, Xuan Zhang | Published: 2019-03-12
Certified Robustness
Adversarial attack
Physical attack
2019.03.12 2025.05.28
Literature Database

GanDef: A GAN based Adversarial Training Defense for Neural Network Classifier

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah | Published: 2019-03-06
Certified Robustness
Adversarial Learning
Adversarial Training
2019.03.06 2025.05.28
Literature Database

Adversarial Examples on Graph Data: Deep Insights into Attack and Defense

Authors: Huijun Wu, Chen Wang, Yuriy Tyshetskiy, Andrew Docherty, Kai Lu, Liming Zhu | Published: 2019-03-05 | Updated: 2019-05-22
Certified Robustness
Adversarial Example
Adversarial Perturbation Techniques
2019.03.05 2025.05.28
Literature Database

Enhancing the Robustness of Deep Neural Networks by Boundary Conditional GAN

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
Certified Robustness
Robustness Improvement Method
Adversarial Learning
2019.02.28 2025.05.28
Literature Database

Tensor Dropout for Robust Learning

Authors: Arinbjörn Kolbeinsson, Jean Kossaifi, Yannis Panagakis, Adrian Bulat, Anima Anandkumar, Ioanna Tzoulaki, Paul Matthews | Published: 2019-02-27 | Updated: 2020-12-11
Certified Robustness
Medical Image Analysis
Robustness Improvement Method
2019.02.27 2025.05.28
Literature Database
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