Program

1400

Welcome & Overview of Workshop

1410

Paper Session #1: AI/ML at the Resource-Constrained Edge

20 mins

Joint Optimization of E2E Latency, FPS, Energy, and Confidentiality for Surveillance UAV. Heechan Kim, Honggu Kang and Joonhyuk Kang (KAIST, Korea (South))

20 mins

Characterizing Distributed Inferencing at the Edge in Resource-Constrained Environment. Scott Brown II (Army Research Lab, USA); David Harman (US Army Reserach Laboatory, USA); Cleon Anderson (Parsons, USA); Matthew R Dwyer (DEVCOM Army Research Laboratory, USA)

20 mins

M3: Towards Efficient Mixed Machine Learning Model Co-Location on Constrained Edge Devices. Luis Bathen (IBM Research - Almaden, USA); Simeon Babatunde (Clemson, USA); Rhui Dih Lee, Achintya Kundu and Laura Wynter (IBM Research, Singapore)

20 min

RoamML: Distributed Machine Learning at the Tactical Edge. Simon Dahdal, Filippo Poltronieri, Mauro Tortonesi and Alessandro Gilli (University of Ferrara, Italy); Roberto Fronteddu (Florida Institute for Human & Machine Cognition, USA); Raffaele Galliera (University of West Florida & Institute for Human and Machine Cognition, USA); Niranjan Suri (US Army Research Laboratory (ARL) & Florida Institute for Human & Machine Cognition (IHMC), USA)

1530

Break

1600

Invited Talk: AI adaptations for the edge computing environment. Dr. Venkat Dasari (DEVCOM ARL Army Research Office).

1630

Paper Session #2: AI/ML for Networking

20 mins

Channel-Adaptive Dynamic Neural Networks for Low-Complexity Distributed Signal Awareness. Mohammad Abdi (Institute for the Wireless Internet of Things at Northeastern University, USA); Jonathan Ashdown (United States Air Force, USA); Kurt Turck (United States Air Force Research Labs, USA); Francesco Restuccia (Northeastern University, USA)

20 mins

DeepMPR: Enhancing Opportunistic Routing in Wireless Networks Through Multi-Agent Deep Reinforcement Learning. Saeed Kaviani and Bo Ryu (EpiSci, USA); Ejaz Ahmed (EpiSci Inc., USA); Deokseong Kim (EpiSys Science, Inc., USA); Jae H Kim (Boeing Research & Technology & The Boeing Company, USA); Carrie Spiker (Boeing Research & Technology, USA); Blake J Harnden (Boeing, USA)

20 mins

Private Membership Aggregation. Mohamed Nomeir, Sajani Vithana and Sennur Ulukus (University of Maryland, USA)

1730

Closing Workshop Remarks & Workshop Adjourns