Decentralized federated learning on edge hardware

Research at SUTD, supervised by Dr. Marie Siew · Oct 2025 to Oct 2026


Turned an open-source federated learning simulator into a live peer-to-peer system on 3 NVIDIA Jetson Orin Nanos. Built the gRPC/Protobuf transport for asynchronous PyTorch model exchange, zero-config peer discovery that scans ~16,000 addresses in 25 seconds, and a Docker image on GHCR so a Jetson joins with one command.