Robustness Improvement Method

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

Distributed Byzantine Tolerant Stochastic Gradient Descent in the Era of Big Data

Authors: Richeng Jin, Xiaofan He, Huaiyu Dai | Published: 2019-02-27 | Updated: 2019-03-06
Byzantine Consensus Mechanism
Convergence Property
Robustness Improvement Method
2019.02.27 2025.05.28
Literature Database

Disentangled Deep Autoencoding Regularization for Robust Image Classification

Authors: Zhenyu Duan, Martin Renqiang Min, Li Erran Li, Mingbo Cai, Yi Xu, Bingbing Ni | Published: 2019-02-27
Data Augmentation Techniques
Backdoor Attack
Robustness Improvement Method
2019.02.27 2025.05.28
Literature Database

AutoGAN: Robust Classifier Against Adversarial Attacks

Authors: Blerta Lindqvist, Shridatt Sugrim, Rauf Izmailov | Published: 2018-12-08
Certified Robustness
Robustness Improvement Method
Experimental Validation
2018.12.08 2025.05.28
Literature Database

Gradient Adversarial Training of Neural Networks

Authors: Ayan Sinha, Zhao Chen, Vijay Badrinarayanan, Andrew Rabinovich | Published: 2018-06-21
Robustness Improvement Method
Adversarial Learning
Adversarial Training
2018.06.21 2025.05.28
Literature Database

Manifold Mixup: Better Representations by Interpolating Hidden States

Authors: Vikas Verma, Alex Lamb, Christopher Beckham, Amir Najafi, Ioannis Mitliagkas, Aaron Courville, David Lopez-Paz, Yoshua Bengio | Published: 2018-06-13 | Updated: 2019-05-11
Class Selectivity
Robustness Improvement Method
Deep Learning Technology
2018.06.13 2025.05.28
Literature Database