Robustness

RAB: Provable Robustness Against Backdoor Attacks

Authors: Maurice Weber, Xiaojun Xu, Bojan Karlaš, Ce Zhang, Bo Li | Published: 2020-03-19 | Updated: 2023-08-03
Backdoor Attack
Robustness
Adversarial Example
2020.03.19 2025.05.28
Literature Database

Certified Defenses for Adversarial Patches

Authors: Ping-Yeh Chiang, Renkun Ni, Ahmed Abdelkader, Chen Zhu, Christoph Studer, Tom Goldstein | Published: 2020-03-14 | Updated: 2020-09-25
Robustness
Vulnerability Attack Method
Defense Method
2020.03.14 2025.05.28
Literature Database

Manifold Regularization for Locally Stable Deep Neural Networks

Authors: Charles Jin, Martin Rinard | Published: 2020-03-09 | Updated: 2020-09-22
Training Method
Robustness
Adversarial Example
2020.03.09 2025.05.28
Literature Database

Adversarial VC-dimension and Sample Complexity of Neural Networks

Authors: Zetong Qi, T. J. Wilder | Published: 2019-12-18
Robustness
Adversarial Spectrum Attack Detection
Continuous Linear Function
2019.12.18 2025.05.28
Literature Database

MimicGAN: Robust Projection onto Image Manifolds with Corruption Mimicking

Authors: Rushil Anirudh, Jayaraman J. Thiagarajan, Bhavya Kailkhura, Timo Bremer | Published: 2019-12-16 | Updated: 2020-04-30
Data Generation
Robustness
Performance Evaluation Metrics
2019.12.16 2025.05.28
Literature Database

Constructing a provably adversarially-robust classifier from a high accuracy one

Authors: Grzegorz Głuch, Rüdiger Urbanke | Published: 2019-12-16
Robustness
Fundamentals of Machine Learning
Statistical Analysis
2019.12.16 2025.05.28
Literature Database

DAmageNet: A Universal Adversarial Dataset

Authors: Sizhe Chen, Xiaolin Huang, Zhengbao He, Chengjin Sun | Published: 2019-12-16
Data Generation
Robustness
Deep Learning Method
2019.12.16 2025.05.28
Literature Database

Potential adversarial samples for white-box attacks

Authors: Amir Nazemi, Paul Fieguth | Published: 2019-12-13
Robustness
Adversarial Spectrum Attack Detection
Deep Learning Method
2019.12.13 2025.05.28
Literature Database

Training Provably Robust Models by Polyhedral Envelope Regularization

Authors: Chen Liu, Mathieu Salzmann, Sabine Süsstrunk | Published: 2019-12-10 | Updated: 2021-09-20
Robustness
Optimization Problem
Deep Learning Method
2019.12.10 2025.05.28
Literature Database

Hardening Random Forest Cyber Detectors Against Adversarial Attacks

Authors: Giovanni Apruzzese, Mauro Andreolini, Michele Colajanni, Mirco Marchetti | Published: 2019-12-09
Data Generation
Robustness
Adversarial Example
2019.12.09 2025.05.28
Literature Database
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