Machine Learning · Computer Science
Think Locally, Act Globally: Federated Learning with Local and Global Representations
Paul Pu Liang, Terrance Liu, Liu Ziyin, Nicholas B. Allen +4
2020-07-15
Machine Learning · Computer Science
Personalized Federated Learning through Local Memorization
Othmane Marfoq, Giovanni Neglia, Laetitia Kameni, Richard Vidal
2022-06-20
Machine Learning · Computer Science
Federated Learning via Input-Output Collaborative Distillation
Xuan Gong, Shanglin Li, Yuxiang Bao, Barry Yao +5
2023-12-25
Machine Learning · Computer Science
Federated Learning with Privacy-Preserving Ensemble Attention Distillation
Xuan Gong, Liangchen Song, Rishi Vedula, Abhishek Sharma +7
2022-10-18
Machine Learning · Computer Science
A Survey on Class Imbalance in Federated Learning
Jing Zhang, Chuanwen Li, Jianzgong Qi, Jiayuan He
2023-03-22
Information Retrieval · Computer Science
Federating Recommendations Using Differentially Private Prototypes
Mónica Ribero, Jette Henderson, Sinead Williamson, Haris Vikalo
2020-03-03
Machine Learning · Computer Science
Anomaly Detection via Federated Learning
Marc Vucovich, Amogh Tarcar, Penjo Rebelo, Narendra Gade +10
2022-10-14
Machine Learning · Computer Science
Robust Federated Learning with Noisy Labels
Seunghan Yang, Hyoungseob Park, Junyoung Byun, Changick Kim
2022-03-01
Machine Learning · Computer Science
Federated Learning with Reduced Information Leakage and Computation
Tongxin Yin, Xuwei Tan, Xueru Zhang, Mohammad Mahdi Khalili +1
2024-10-02
Machine Learning · Computer Science
FedEmbed: Personalized Private Federated Learning
Andrew Silva, Katherine Metcalf, Nicholas Apostoloff, Barry-John Theobald
2022-02-22
Machine Learning · Computer Science
Behavioral Anomaly Detection in Distributed Systems via Federated Contrastive Learning
Renzi Meng, Heyi Wang, Yumeng Sun, Qiyuan Wu +2
2025-06-25
Machine Learning · Computer Science
Adaptive Personlization in Federated Learning for Highly Non-i.i.d. Data
Yousef Yeganeh, Azade Farshad, Johann Boschmann, Richard Gaus +2
2022-07-08
Machine Learning · Computer Science
Proximity-based Self-Federated Learning
Davide Domini, Gianluca Aguzzi, Nicolas Farabegoli, Mirko Viroli +1
2024-07-18