Literature Database

Towards Understanding Adversarial Examples Systematically: Exploring Data Size, Task and Model Factors

Authors: Ke Sun, Zhanxing Zhu, Zhouchen Lin | Published: 2019-02-28
Robustness Evaluation
Adversarial Example Detection
Adversarial Learning

AutoGAN-based Dimension Reduction for Privacy Preservation

Authors: Hung Nguyen, Di Zhuang, Pei-Yuan Wu, Morris Chang | Published: 2019-02-27 | Updated: 2021-07-27
Privacy Protection Method
Multi-Class Classification
Model Inversion

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

Adversarial Attacks on Time Series

Authors: Fazle Karim, Somshubra Majumdar, Houshang Darabi | Published: 2019-02-27 | Updated: 2019-03-01
Model Extraction Attack
Adversarial Example
Adversarial Learning

The Best Defense Is a Good Offense: Adversarial Attacks to Avoid Modulation Detection

Authors: Muhammad Zaid Hameed, Andras Gyorgy, Deniz Gunduz | Published: 2019-02-27 | Updated: 2020-04-07
Adversarial Example
Adversarial Learning
Wireless Channel Detection

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

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

Design of intentional backdoors in sequential models

Authors: Zhaoyuan Yang, Naresh Iyer, Johan Reimann, Nurali Virani | Published: 2019-02-26
Backdoor Attack
Reinforcement Learning Attack
Adversarial Learning

Function Space Particle Optimization for Bayesian Neural Networks

Authors: Ziyu Wang, Tongzheng Ren, Jun Zhu, Bo Zhang | Published: 2019-02-26 | Updated: 2019-05-08
Robustness Evaluation
Convergence Property
Selection and Evaluation of Optimization Algorithms

Adversarial attacks hidden in plain sight

Authors: Jan Philip Göpfert, André Artelt, Heiko Wersing, Barbara Hammer | Published: 2019-02-25 | Updated: 2020-04-26
Backdoor Attack
Robustness Evaluation
Adversarial Learning