Byzantine-Resilient Zero-Order Optimization for Communication-Efficient Heterogeneous Federated Learning
Authors: Maximilian Egger, Mayank Bakshi, Rawad Bitar | Published: 2025-01-31
Communication Efficiency
Heterogeneous Multi-Player Multi-Armed Bandits Robust To Adversarial Attacks
Authors: Akshayaa Magesh, Venugopal V. Veeravalli | Published: 2025-01-21
NET-SA: An Efficient Secure Aggregation Architecture Based on In-Network Computing
Authors: Qingqing Ren, Wen Wang, Shuyong Zhu, Zhiyuan Wu, Yujun Zhang | Published: 2025-01-02
Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework
Authors: Zilinghan Li, Shilan He, Ze Yang, Minseok Ryu, Kibaek Kim, Ravi Madduri | Published: 2024-09-17
HERL: Tiered Federated Learning with Adaptive Homomorphic Encryption using Reinforcement Learning
Authors: Jiaxang Tang, Zeshan Fayyaz, Mohammad A. Salahuddin, Raouf Boutaba, Zhi-Li Zhang, Ali Anwar | Published: 2024-09-11
Personalized Federated Learning Techniques: Empirical Analysis
Authors: Azal Ahmad Khan, Ahmad Faraz Khan, Haider Ali, Ali Anwar | Published: 2024-09-10
A Pervasive, Efficient and Private Future: Realizing Privacy-Preserving Machine Learning Through Hybrid Homomorphic Encryption
Authors: Khoa Nguyen, Mindaugas Budzys, Eugene Frimpong, Tanveer Khan, Antonis Michalas | Published: 2024-09-10
Enhancing Quantum Security over Federated Learning via Post-Quantum Cryptography
Authors: Pingzhi Li, Tianlong Chen, Junyu Liu | Published: 2024-09-06
Privacy-Preserving Hierarchical Model-Distributed Inference
Authors: Fatemeh Jafarian Dehkordi, Yasaman Keshtkarjahromi, Hulya Seferoglu | Published: 2024-07-25 | Updated: 2024-09-15
Differentially Private Federated Learning: A Systematic Review
Authors: Jie Fu, Yuan Hong, Xinpeng Ling, Leixia Wang, Xun Ran, Zhiyu Sun, Wendy Hui Wang, Zhili Chen, Yang Cao | Published: 2024-05-14 | Updated: 2024-05-20