Robustness Improvement Method

A principled approach for generating adversarial images under non-smooth dissimilarity metrics

Authors: Aram-Alexandre Pooladian, Chris Finlay, Tim Hoheisel, Adam Oberman | Published: 2019-08-05 | Updated: 2019-10-08
Robustness Improvement Method
Attack Evaluation
Adversarial Attack Methods
2019.08.05 2025.05.28
Literature Database

Expected Tight Bounds for Robust Training

Authors: Salman Alsubaihi, Adel Bibi, Modar Alfadly, Abdullah Hamdi, Bernard Ghanem | Published: 2019-05-28 | Updated: 2021-06-12
Robustness Improvement Method
Adversarial attack
Deep Learning
2019.05.28 2025.05.28
Literature Database

Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation

Authors: Cong Xie, Sanmi Koyejo, Indranil Gupta | Published: 2019-03-10
Byzantine Consensus Mechanism
Robustness Improvement Method
Optimization Problem
2019.03.10 2025.05.28
Literature Database

Semantics Preserving Adversarial Learning

Authors: Ousmane Amadou Dia, Elnaz Barshan, Reza Babanezhad | Published: 2019-03-10 | Updated: 2019-12-21
Robustness Improvement Method
Adversarial Example Detection
Adversarial Perturbation Techniques
2019.03.10 2025.05.28
Literature Database

Complement Objective Training

Authors: Hao-Yun Chen, Pei-Hsin Wang, Chun-Hao Liu, Shih-Chieh Chang, Jia-Yu Pan, Yu-Ting Chen, Wei Wei, Da-Cheng Juan | Published: 2019-03-04 | Updated: 2019-03-21
Multi-Class Classification
Robustness Improvement Method
Adversarial Learning
2019.03.04 2025.05.28
Literature Database

PuVAE: A Variational Autoencoder to Purify Adversarial Examples

Authors: Uiwon Hwang, Jaewoo Park, Hyemi Jang, Sungroh Yoon, Nam Ik Cho | Published: 2019-03-02
Poisoning
Robustness Improvement Method
Adversarial Perturbation Techniques
2019.03.02 2025.05.28
Literature Database

Enhancing the Robustness of Deep Neural Networks by Boundary Conditional GAN

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
Certified Robustness
Robustness Improvement Method
Adversarial Learning
2019.02.28 2025.05.28
Literature Database

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
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