SS-L16: Distributed Machine Learning on Wireless Networks |
| Session Type: Lecture |
| Time: Thursday, 7 May, 09:00 - 11:00 |
| Location: On-Demand |
| Virtual Session: View on Virtual Platform |
| Session Chairs: H. Vincent Poor, Princeton and Wojciech Samek, Fraunhofer HHI |
| SS-L16.1: FEDERATED LEARNING WITH QUANTIZATION CONSTRAINTS |
| Nir Shlezinger; Weizmann Institute of Science |
| Mingzhe Chen; Princeton University |
| Yonina Eldar; Weizmann Institute of Science |
| H. Vincent Poor; Princeton University |
| Shuguang Cui; Chinese University of Hong Kong |
| SS-L16.2: COOPERATIVE LEARNING VIA FEDERATED DISTILLATION OVER FADING CHANNELS |
| Jin-Hyun Ahn; Korea Advanced Institute of Science and Technology (KAIST) |
| Osvaldo Simeone; King’s College London |
| Joonhyuk Kang; Korea Advanced Institute of Science and Technology (KAIST) |
| SS-L16.3: ON THE BYZANTINE ROBUSTNESS OF CLUSTERED FEDERATED LEARNING |
| Felix Sattler; Fraunhofer Heinrich Hertz Institute |
| Klaus-Robert Müller; Technische Universität Berlin |
| Thomas Wiegand; Fraunhofer Heinrich Hertz Institute |
| Wojciech Samek; Fraunhofer Heinrich Hertz Institute |
| SS-L16.4: HIERARCHICAL FEDERATED LEARNING ACROSS HETEROGENEOUS CELLULAR NETWORKS |
| Mehdi Salehi Haydar Abad; Sabanci University |
| Emre Ozfatura; Imperial College London |
| Deniz Gündüz; Imperial College London |
| Ozgur Ercetin; Sabanci University |
| SS-L16.5: OVERLAP LOCAL-SGD: AN ALGORITHMIC APPROACH TO HIDE COMMUNICATION DELAYS IN DISTRIBUTED SGD |
| Jianyu Wang; Carnegie Mellon University |
| Hao Liang; Carnegie Mellon University |
| Gauri Joshi; Carnegie Mellon University |
| SS-L16.6: Q-GADMM: QUANTIZED GROUP ADMM FOR COMMUNICATION EFFICIENT DECENTRALIZED MACHINE LEARNING |
| Anis Elgabli; University of Oulu |
| Jihong Park; University of Oulu |
| Amrit S. Bedi; Indian Institute of Technology Kanpur |
| Mehdi Bennis; University of Oulu |
| Vaneet Aggarwal; Purdue University |