Adaptive Adversarial Training

Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning

Authors: Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou | Published: 2021-06-18 | Updated: 2022-07-07
Poisoning
Federated Learning
Adaptive Adversarial Training
2021.06.18 2025.05.28
Literature Database

Improved Adversarial Training via Learned Optimizer

Authors: Yuanhao Xiong, Cho-Jui Hsieh | Published: 2020-04-25
Poisoning
Optimization Problem
Adaptive Adversarial Training
2020.04.25 2025.05.28
Literature Database

Blind Adversarial Training: Balance Accuracy and Robustness

Authors: Haidong Xie, Xueshuang Xiang, Naijin Liu, Bin Dong | Published: 2020-04-10
Robustness
Adversarial Learning
Adaptive Adversarial Training
2020.04.10 2025.05.28
Literature Database

Adversarial Training: embedding adversarial perturbations into the parameter space of a neural network to build a robust system

Authors: Shixian Wen, Laurent Itti | Published: 2019-10-09
Adversarial Example
Adversarial Attack Methods
Adaptive Adversarial Training
2019.10.09 2025.05.28
Literature Database

Deep Latent Defence

Authors: Giulio Zizzo, Chris Hankin, Sergio Maffeis, Kevin Jones | Published: 2019-10-09 | Updated: 2020-09-27
Adversarial Example
Adversarial Attack Methods
Adaptive Adversarial Training
2019.10.09 2025.05.28
Literature Database

Directional Adversarial Training for Cost Sensitive Deep Learning Classification Applications

Authors: Matteo Terzi, Gian Antonio Susto, Pratik Chaudhari | Published: 2019-10-08
Model Design and Accuracy
Machine Learning Algorithm
Adaptive Adversarial Training
2019.10.08 2025.05.28
Literature Database

Localized Adversarial Training for Increased Accuracy and Robustness in Image Classification

Authors: Eitan Rothberg, Tingting Chen, Luo Jie, Hao Ji | Published: 2019-09-10
Adversarial Example
Background Pixel Attack
Adaptive Adversarial Training
2019.09.10 2025.05.28
Literature Database

Effectiveness of Adversarial Examples and Defenses for Malware Classification

Authors: Robert Podschwadt, Hassan Takabi | Published: 2019-09-10
Attack Method
Adversarial Example
Adaptive Adversarial Training
2019.09.10 2025.05.28
Literature Database

Adaptive Generation of Unrestricted Adversarial Inputs

Authors: Isaac Dunn, Hadrien Pouget, Tom Melham, Daniel Kroening | Published: 2019-05-07 | Updated: 2019-10-01
Adversarial Example
Adversarial Attack Detection
Adaptive Adversarial Training
2019.05.07 2025.05.28
Literature Database

Transfer of Adversarial Robustness Between Perturbation Types

Authors: Daniel Kang, Yi Sun, Tom Brown, Dan Hendrycks, Jacob Steinhardt | Published: 2019-05-03
Adversarial Example
Adversarial Attack Detection
Adaptive Adversarial Training
2019.05.03 2025.05.28
Literature Database
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