Workshops
The First International Workshop on Distributed Machine Learning and Fog Networks (FOGML 2021)
Opening Session
Session Chair
Chris Brinton
Fog Learning Protocols
Over-the-Air Federated Learning and Non-Orthogonal Multiple Access Unified by Reconfigurable Intelligent Surface
Wanli Ni (Beijng University of Posts and Telecommunications, China); Yuanwei Liu (Queen Mary University of London, United Kingdom (Great Britain)); Zhaohui Yang (King's College London, United Kingdom (Great Britain)); Hui Tian (Beijng university of posts and telecommunications, China)
Privacy-preserving Decentralized Aggregation for Federated Learning
Beomyeol Jeon (University of Illinois at Urbana-Champaign, USA); S m Ferdous (Purdue University, USA); Muntasir Raihan Rahman (Microsoft, USA); Anwar Walid (Nokia Bell Labs, USA)
A Federated Machine Learning Protocol for Fog Networks
Fotis Foukalas (University College London, United Kingdom (Great Britain)); Athanasios Tziouvaras (University of Thessaly, Greece)
Engineering A Large-Scale Traffic Signal Control: A Multi-Agent Reinforcement Learning Approach
Yue Chen (Xidian University); Changle Li (Xidian University, China); Wenwei Yue (Xidian University, China); Hehe Zhang (Xidian University, China); Guoqiang Mao (Xidian University)
Session Chair
David Love
Keynote Session
Network-aware Learning
Adaptive Federated Dropout: Improving Communication Efficiency and Generalization for Federated Learning
Nader Bouacida (University of California, Davis, USA); Jiahui Hou (Illinois Institute of Technology, USA); Hui Zang (Sprint, USA); Xin Liu (University of California Davis, USA)
Quality-Aware Distributed Computation and User Selection for Cost-Effective Federated Learning
Yuxi Zhao (Auburn University, USA); Xiaowen Gong (Auburn University, USA)
On the distribution of ML workloads to the network edge and beyond
Georgios Drainakis (Institute of Communication and Computer Systems, Greece); Panagiotis Pantazopoulos (Institute of Communication and Computer Systems (ICCS), Greece); Konstantinos V. Katsaros (Institute of Communication and Computer Systems (ICCS), Greece);Vasilis Sourlas (ICCS-NTUA, Greece); Angelos Amditis (Institute of Communication and Computer Systems, Greece)
Decentralized Max-Min Resource Allocation for Monotonic Utility Functions
Shuang Wu (Huawei Technologies Co., Ltd., Hong Kong); Xi Peng (Huawei Technologies Co., Ltd., Hong Kong); Guangjian Tian (Huawei Technologies Co., Ltd., Hong Kong)
Session Chair
Carlee Joe-Wong
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