Literature Database

On the Hardness of Robust Classification

Authors: Pascale Gourdeau, Varun Kanade, Marta Kwiatkowska, James Worrell | Published: 2019-09-12
Learnability of Monotone Combinations
Loss Function
Computational Problem

Machine Learning in/for Blockchain: Future and Challenges

Authors: Fang Chen, Hong Wan, Hua Cai, Guang Cheng | Published: 2019-09-12 | Updated: 2020-12-08
Blockchain Technology
Reinforcement Learning
Role of Machine Learning

An Empirical Investigation of Randomized Defenses against Adversarial Attacks

Authors: Yannik Potdevin, Dirk Nowotka, Vijay Ganesh | Published: 2019-09-12
Security Analysis
Adversarial Example
Machine Learning Technology

Inspecting adversarial examples using the Fisher information

Authors: Jörg Martin, Clemens Elster | Published: 2019-09-12
Fisher Information Sensitivity
Attack Detection
Adversarial Example

Feedback Learning for Improving the Robustness of Neural Networks

Authors: Chang Song, Zuoguan Wang, Hai Li | Published: 2019-09-12
Class Imbalance
Attack Method
Adversarial Example

Learning-Guided Network Fuzzing for Testing Cyber-Physical System Defences

Authors: Yuqi Chen, Christopher M. Poskitt, Jun Sun, Sridhar Adepu, Fan Zhang | Published: 2019-09-12
Sensor State Estimation
Attack Method
Machine Learning Application

Byzantine-Robust Federated Machine Learning through Adaptive Model Averaging

Authors: Luis Muñoz-González, Kenneth T. Co, Emil C. Lupu | Published: 2019-09-11
Malicious Node Detection
Privacy Protection in Machine Learning

Structural Robustness for Deep Learning Architectures

Authors: Carlos Lassance, Vincent Gripon, Jian Tang, Antonio Ortega | Published: 2019-09-11
Attack Method
Machine Learning Application
Machine Learning Method

Sparse and Imperceivable Adversarial Attacks

Authors: Francesco Croce, Matthias Hein | Published: 2019-09-11
Poisoning
Attack Method
Machine Learning Method

PDA: Progressive Data Augmentation for General Robustness of Deep Neural Networks

Authors: Hang Yu, Aishan Liu, Xianglong Liu, Gengchao Li, Ping Luo, Ran Cheng, Jichen Yang, Chongzhi Zhang | Published: 2019-09-11 | Updated: 2020-02-24
Poisoning
Model Robustness
Attack Method