Robustness Evaluation

More Data Can Expand the Generalization Gap Between Adversarially Robust and Standard Models

Authors: Lin Chen, Yifei Min, Mingrui Zhang, Amin Karbasi | Published: 2020-02-11 | Updated: 2020-08-15
Robustness Evaluation
Adversarial Example
Adversarial Training
2020.02.11 2025.05.28
Literature Database

Fundamental Tradeoffs between Invariance and Sensitivity to Adversarial Perturbations

Authors: Florian Tramèr, Jens Behrmann, Nicholas Carlini, Nicolas Papernot, Jörn-Henrik Jacobsen | Published: 2020-02-11 | Updated: 2020-08-04
Robustness Evaluation
Adversarial Example
Adversarial attack
2020.02.11 2025.05.28
Literature Database

Robustness of Bayesian Neural Networks to Gradient-Based Attacks

Authors: Ginevra Carbone, Matthew Wicker, Luca Laurenti, Andrea Patane, Luca Bortolussi, Guido Sanguinetti | Published: 2020-02-11 | Updated: 2020-06-24
Robustness Evaluation
Robustness Improvement Method
Adversarial attack
2020.02.11 2025.05.28
Literature Database

Adversarial Attacks on Linear Contextual Bandits

Authors: Evrard Garcelon, Baptiste Roziere, Laurent Meunier, Jean Tarbouriech, Olivier Teytaud, Alessandro Lazaric, Matteo Pirotta | Published: 2020-02-10 | Updated: 2020-10-23
Advice Provision
Robustness Evaluation
Adversarial attack
2020.02.10 2025.05.28
Literature Database

Adversarial Robustness through Local Linearization

Authors: Chongli Qin, James Martens, Sven Gowal, Dilip Krishnan, Krishnamurthy Dvijotham, Alhussein Fawzi, Soham De, Robert Stanforth, Pushmeet Kohli | Published: 2019-07-04 | Updated: 2019-10-10
Robustness Evaluation
Adversarial attack
Deep Learning Method
2019.07.04 2025.05.28
Literature Database

Towards Understanding Adversarial Examples Systematically: Exploring Data Size, Task and Model Factors

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
Robustness Evaluation
Adversarial Example Detection
Adversarial Learning
2019.02.28 2025.05.28
Literature Database

Function Space Particle Optimization for Bayesian Neural Networks

Authors: Ziyu Wang, Tongzheng Ren, Jun Zhu, Bo Zhang | Published: 2019-02-26 | Updated: 2019-05-08
Robustness Evaluation
Convergence Property
Selection and Evaluation of Optimization Algorithms
2019.02.26 2025.05.28
Literature Database

Adversarial attacks hidden in plain sight

Authors: Jan Philip Göpfert, André Artelt, Heiko Wersing, Barbara Hammer | Published: 2019-02-25 | Updated: 2020-04-26
Backdoor Attack
Robustness Evaluation
Adversarial Learning
2019.02.25 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

The Limitations of Model Uncertainty in Adversarial Settings

Authors: Kathrin Grosse, David Pfaff, Michael Thomas Smith, Michael Backes | Published: 2018-12-06 | Updated: 2019-11-17
Certified Robustness
Robustness Evaluation
Adversarial Example
2018.12.06 2025.05.28
Literature Database
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