Decentralised and collaborative machine learning framework for IoT
Authors: Martín González-Soto, Rebeca P. Díaz-Redondo, Manuel Fernández-Veiga, Bruno Rodríguez-Castro, Ana Fernández-Vilas | Published: 2023-12-19
連合学習
A review of federated learning in renewable energy applications: Potential, challenges, and future directions
Authors: Albin Grataloup, Stefan Jonas, Angela Meyer | Published: 2023-12-18
Towards Reliable Participation in UAV-Enabled Federated Edge Learning on Non-IID Data
Authors: Youssra Cheriguene, Wael Jaafar, Halim Yanikomeroglu, Chaker Abdelaziz Kerrache | Published: 2023-12-16
Beyond Gradient and Priors in Privacy Attacks: Leveraging Pooler Layer Inputs of Language Models in Federated Learning
Authors: Jianwei Li, Sheng Liu, Qi Lei | Published: 2023-12-10 | Updated: 2024-03-15
Privacy-preserving quantum federated learning via gradient hiding
Authors: Changhao Li, Niraj Kumar, Zhixin Song, Shouvanik Chakrabarti, Marco Pistoia | Published: 2023-12-07
FedBayes: A Zero-Trust Federated Learning Aggregation to Defend Against Adversarial Attacks
Authors: Marc Vucovich, Devin Quinn, Kevin Choi, Christopher Redino, Abdul Rahman, Edward Bowen | Published: 2023-12-04
MIA-BAD: An Approach for Enhancing Membership Inference Attack and its Mitigation with Federated Learning
Authors: Soumya Banerjee, Sandip Roy, Sayyed Farid Ahamed, Devin Quinn, Marc Vucovich, Dhruv Nandakumar, Kevin Choi, Abdul Rahman, Edward Bowen, Sachin Shetty | Published: 2023-11-28
A Blockchain-empowered Multi-Aggregator Federated Learning Architecture in Edge Computing with Deep Reinforcement Learning Optimization
Authors: Xiao Li, Weili Wu | Published: 2023-10-14
Secure Decentralized Learning with Blockchain
Authors: Xiaoxue Zhang, Yifan Hua, Chen Qian | Published: 2023-10-10 | Updated: 2024-03-11
Privacy-Preserving Financial Anomaly Detection via Federated Learning & Multi-Party Computation
Authors: Sunpreet Arora, Andrew Beams, Panagiotis Chatzigiannis, Sebastian Meiser, Karan Patel, Srinivasan Raghuraman, Peter Rindal, Harshal Shah, Yizhen Wang, Yuhang Wu, Hao Yang, Mahdi Zamani | Published: 2023-10-06