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
Robust Distributed Optimization With Randomly Corrupted Gradients
Authors: Berkay Turan, Cesar A. Uribe, Hoi-To Wai, Mahnoosh Alizadeh | Published: 2021-06-28 | Updated: 2022-06-17