SPCOM-L1: Distributed and Federated Learning
Tue, 16 Apr, 13:10 - 15:10 (UTC +9)
Location: Room E1
Session Type: Lecture
Session Co-Chairs: Tareq Alnaffouri, KAUST and Stefan Werner, NTNU
Track: Signal Processing for Communications and Networking
Click the to view the manuscript on IEEE Xplore Open Preview
Tue, 16 Apr, 13:10 - 13:30 (UTC +9)
 

SPCOM-L1.1: A Smoothed Bregman Proximal Gradient Algorithm for Decentralized Nonconvex Optimization
Wenqiang Pu, Shenzhen Research Institute of Big Data, China; Jiawei Zhang, Massachusetts Institute of Technology, United States of America; Rui Zhou, Shenzhen Research Institute of Big Data, China; Xiao Fu, Oregon State University, United States of America; Mingyi Hong, University of Minnesota, United States of America
Tue, 16 Apr, 13:30 - 13:50 (UTC +9)
 

SPCOM-L1.2: ASYNCHRONOUS DIFFUSION LEARNING WITH AGENT SUBSAMPLING AND LOCAL UPDATES

Elsa Rizk, École Polytechnique Fédérale de Lausanne, Switzerland; Kun Yuan, Peking University, China; Ali H. Sayed, École Polytechnique Fédérale de Lausanne, Switzerland
Tue, 16 Apr, 13:50 - 14:10 (UTC +9)
 

SPCOM-L1.3: COMPOSITE FEDERATED LEARNING WITH HETEROGENEOUS DATA
Jiaojiao Zhang, KTH Royal Institute of Technology, Sweden; Jiang Hu, Harvard University, United States of America; Mikael Johansson, KTH Royal Institute of Technology, Sweden
Tue, 16 Apr, 14:10 - 14:30 (UTC +9)
 

SPCOM-L1.4: MITIGATING DATA INJECTION ATTACKS ON FEDERATED LEARNING
Or Shalom, Amir Leshem, Bar-Ilan University, Israel; Waheed Bajwa, Rutgers University, United States of America
Tue, 16 Apr, 14:30 - 14:50 (UTC +9)
 

SPCOM-L1.5: MULTI-MODEL WIRELESS FEDERATED LEARNING WITH DOWNLINK BEAMFORMING
Chong Zhang, University of Toronto, Canada; Min Dong, Ontario Tech University, Canada; Ben Liang, University of Toronto, Canada; Ali Afana, Yahia Ahmed, Ericsson Canada, Canada
Tue, 16 Apr, 14:50 - 15:10 (UTC +9)
 

SPCOM-L1.6: CLIENT-FREE FEDERATED UNLEARNING VIA TRAINING RECONSTRUCTION WITH ANCHOR SUBSPACE CALIBRATION
Chaohao Fu, Shanghai Jiao Tong University, China; Weijia Jia, Beijing Normal University (Zhuhai), China; Na Ruan, Shanghai Jiao Tong University, China