Workshops

Session AoI-S1: Session 1: AoI in Sensing and Control Session AoI-S2: Session 2: AoI in Learning and Computing Session AoI-S3: Session 3: AoI in communications and networking
Session BigSecurity-S1: AI Security Session BigSecurity-S2: Network Security Session BigSecurity-S3: AI Privacy Session BigSecurity-S4: Network Privacy
Session CNERT-OS: Opening Session Session CNERT-KEY: Keynote Session CNERT-S1: Session 1 (Wireless 1) Session CNERT-S2: Session 2 (Wired) Session CNERT-S3: Session 3 (Wireless 2) Session CNERT-PAN: Panel Session CNERT-D1: Demo Session 1 Session CNERT-D2: Demo Session 2
Session DroneCom-OS: Opening Session Session DroneCom-KS1: Keynote Session I Session DroneCom-TS1: Technical Session I Session DroneCom-IT: Industrial Talk Session DroneCom-TS2: Technical Session II Session DroneCom-KS2: Keynote Session II Session DroneCom-TS3: Technical Session III Session DroneCom-CS: Closing Session
Session FOGML-OS: Opening Session Session FOGML-S1: Fog Learning Protocols Session FOGML-KS: Keynote Session Session FOGML-S2: Network-aware Learning
Session GI-OS: Opening Session Session GI-KS1: Keynote Session 1 Session GI-S1: Resource management & Economics Session GI-S2: Future Networks Session GI-S3: Lightning Talks Session GI-KS2: Keynote Session 2 Session GI-S4: Security Session GI-S5: Routing & Traffic Session GI-S6: Applications
Session ICCN-OS: Opening Session Session ICCN-S1: Cloud and Edge Computing 1 Session ICCN-KS1: Keynote Session 1 Session ICCN-S2: Cloud and Edge Computing 2 Session ICCN-KS2: Keynote Session 2 Session ICCN-S3: Task scheduling and Resource Allocation Session ICCN-S4: System and Architecture Session ICCN-S5: Cloud Computing and Networking
Session MobiSec-OS: Opening Session Session MobiSec-S1-NS: Network Security Session MobiSec-S2-MSS: Mobile System Security
Session WISARN-S1: Opening Session Session WISARN-KS1: Keynote Session 1 Session WISARN-S2: Networking & Protocol Design Session WISARN-S3: Energy & Security

The First International Workshop on Distributed Machine Learning and Fog Networks (FOGML 2021)

Session FOGML-OS

Opening Session

Conference
9:00 AM — 9:10 AM EDT
Local
May 10 Mon, 9:00 AM — 9:10 AM EDT
Session Chair

Chris Brinton

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Session FOGML-S1

Fog Learning Protocols

Conference
9:10 AM — 10:30 AM EDT
Local
May 10 Mon, 9:10 AM — 10:30 AM EDT

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)

0
This talk does not have an abstract.

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)

0
This talk does not have an abstract.

A Federated Machine Learning Protocol for Fog Networks

Fotis Foukalas (University College London, United Kingdom (Great Britain)); Athanasios Tziouvaras (University of Thessaly, Greece)

0
This talk does not have an abstract.

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)

0
This talk does not have an abstract.
Session Chair

David Love

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Session FOGML-KS

Keynote Session

Conference
10:45 AM — 11:45 AM EDT
Local
May 10 Mon, 10:45 AM — 11:45 AM EDT

TBD

TBD

0
This talk does not have an abstract.
Session Chair

To Be Determined

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Session FOGML-S2

Network-aware Learning

Conference
11:50 AM — 1:10 AM EDT
Local
May 10 Mon, 11:50 AM — 1:10 AM EDT

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)

0
This talk does not have an abstract.

Quality-Aware Distributed Computation and User Selection for Cost-Effective Federated Learning

Yuxi Zhao (Auburn University, USA); Xiaowen Gong (Auburn University, USA)

0
This talk does not have an abstract.

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)

0
This talk does not have an abstract.

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)

0
This talk does not have an abstract.
Session Chair

Carlee Joe-Wong

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