Robustness

FTT-NAS: Discovering Fault-Tolerant Convolutional Neural Architecture

Authors: Xuefei Ning, Guangjun Ge, Wenshuo Li, Zhenhua Zhu, Yin Zheng, Xiaoming Chen, Zhen Gao, Yu Wang, Huazhong Yang | Published: 2020-03-20 | Updated: 2021-04-12
Robustness
Vulnerability detection
Weight Update Method
2020.03.20 2025.05.28
Literature Database

One Neuron to Fool Them All

Authors: Anshuman Suri, David Evans | Published: 2020-03-20 | Updated: 2020-06-09
Training Method
Robustness
Adversarial Example
2020.03.20 2025.05.28
Literature Database

Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations

Authors: Huan Zhang, Hongge Chen, Chaowei Xiao, Bo Li, Mingyan Liu, Duane Boning, Cho-Jui Hsieh | Published: 2020-03-19 | Updated: 2021-07-14
Training Method
Hyperparameter Optimization
Robustness
2020.03.19 2025.05.28
Literature Database

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
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