Algorithm

ARIANN: Low-Interaction Privacy-Preserving Deep Learning via Function Secret Sharing

Authors: Théo Ryffel, Pierre Tholoniat, David Pointcheval, Francis Bach | Published: 2020-06-08 | Updated: 2021-10-28
Algorithm
Privacy Assessment
Federated Learning System

A Multi-step and Resilient Predictive Q-learning Algorithm for IoT with Human Operators in the Loop: A Case Study in Water Supply Networks

Authors: Maria Grammatopoulou, Aris Kanellopoulos, Kyriakos G. ~Vamvoudakis, Nathan Lau | Published: 2020-06-06
Algorithm
Risk Management
Improvement of Learning

mFI-PSO: A Flexible and Effective Method in Adversarial Image Generation for Deep Neural Networks

Authors: Hai Shu, Ronghua Shi, Qiran Jia, Hongtu Zhu, Ziqi Chen | Published: 2020-06-05 | Updated: 2022-05-08
Algorithm
Attack Type
Adversarial Attack Detection

Characterizing the Weight Space for Different Learning Models

Authors: Saurav Musunuru, Jay N. Paranjape, Rahul Kumar Dubey, Vijendran G. Venkoparao | Published: 2020-06-04
Algorithm
Adversarial Attack Detection
Fundamentals of Machine Learning

SearchFromFree: Adversarial Measurements for Machine Learning-based Energy Theft Detection

Authors: Jiangnan Li, Yingyuan Yang, Jinyuan Stella Sun | Published: 2020-06-02 | Updated: 2020-08-30
Algorithm
Energy Management
Adversarial Attack Detection

Sparse Perturbations for Improved Convergence in Stochastic Zeroth-Order Optimization

Authors: Mayumi Ohta, Nathaniel Berger, Artem Sokolov, Stefan Riezler | Published: 2020-06-02 | Updated: 2020-06-29
Algorithm
Sparse Model
Improvement of Learning

Pruning via Iterative Ranking of Sensitivity Statistics

Authors: Stijn Verdenius, Maarten Stol, Patrick Forré | Published: 2020-06-01 | Updated: 2020-06-14
Algorithm
Sparse Model
Fundamentals of Machine Learning

Algorithm Selection Framework for Cyber Attack Detection

Authors: Marc Chalé, Nathaniel D. Bastian, Jeffery Weir | Published: 2020-05-28
Algorithm
Network Threat Detection
Feature Selection Method

SafeML: Safety Monitoring of Machine Learning Classifiers through Statistical Difference Measure

Authors: Koorosh Aslansefat, Ioannis Sorokos, Declan Whiting, Ramin Tavakoli Kolagari, Yiannis Papadopoulos | Published: 2020-05-27
Algorithm
Machine Learning
Machine Learning Technology

Identifying Vulnerabilities of Industrial Control Systems using Evolutionary Multiobjective Optimisation

Authors: Nilufer Tuptuk, Stephen Hailes | Published: 2020-05-27
Algorithm
Attack Evaluation
Optimization Methods