Logic Locking at the Frontiers of Machine Learning: A Survey on Developments and Opportunities

Authors: Dominik Sisejkovic, Lennart M. Reimann, Elmira Moussavi, Farhad Merchant, Rainer Leupers | Published: 2021-07-05 | Updated: 2021-11-23

Optimizing the Numbers of Queries and Replies in Federated Learning with Differential Privacy

Authors: Yipeng Zhou, Xuezheng Liu, Yao Fu, Di Wu, Chao Li, Shui Yu | Published: 2021-07-05

Evaluating the Cybersecurity Risk of Real World, Machine Learning Production Systems

Authors: Ron Bitton, Nadav Maman, Inderjeet Singh, Satoru Momiyama, Yuval Elovici, Asaf Shabtai | Published: 2021-07-05 | Updated: 2021-10-03

Towards Scheduling Federated Deep Learning using Meta-Gradients for Inter-Hospital Learning

Authors: Rasheed el-Bouri, Tingting Zhu, David A. Clifton | Published: 2021-07-04

Machine Learning for Malware Evolution Detection

Authors: Lolitha Sresta Tupadha, Mark Stamp | Published: 2021-07-04

Auxiliary-Classifier GAN for Malware Analysis

Authors: Rakesh Nagaraju, Mark Stamp | Published: 2021-07-04

Certifiably Robust Interpretation via Renyi Differential Privacy

Authors: Ao Liu, Xiaoyu Chen, Sijia Liu, Lirong Xia, Chuang Gan | Published: 2021-07-04

Machine Learning for Network-based Intrusion Detection Systems: an Analysis of the CIDDS-001 Dataset

Authors: José Carneiro, Nuno Oliveira, Norberto Sousa, Eva Maia, Isabel Praça | Published: 2021-07-02

Segmented Federated Learning for Adaptive Intrusion Detection System

Authors: Geet Shingi, Harsh Saglani, Preeti Jain | Published: 2021-07-02

Robust and Fully-Dynamic Coreset for Continuous-and-Bounded Learning (With Outliers) Problems

Authors: Zixiu Wang, Yiwen Guo, Hu Ding | Published: 2021-06-30 | Updated: 2022-01-21