Certified Robustness

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

A Convex Relaxation Barrier to Tight Robustness Verification of Neural Networks

Authors: Hadi Salman, Greg Yang, Huan Zhang, Cho-Jui Hsieh, Pengchuan Zhang | Published: 2019-02-23 | Updated: 2020-01-10
Certified Robustness
Robustness Evaluation
Adversarial Learning
2019.02.23 2025.05.28
Literature Database

Quantifying Perceptual Distortion of Adversarial Examples

Authors: Matt Jordan, Naren Manoj, Surbhi Goel, Alexandros G. Dimakis | Published: 2019-02-21
Certified Robustness
Adversarial Learning
Adversarial Attack Methods
2019.02.21 2025.05.28
Literature Database

Wasserstein Adversarial Examples via Projected Sinkhorn Iterations

Authors: Eric Wong, Frank R. Schmidt, J. Zico Kolter | Published: 2019-02-21 | Updated: 2020-01-18
Wasserstein Distance
Certified Robustness
Adversarial Attack Methods
2019.02.21 2025.05.28
Literature Database
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