Search Results for author: Spyros Lalis

Found 2 papers, 2 papers with code

MP-SL: Multihop Parallel Split Learning

1 code implementation31 Jan 2024 Joana Tirana, Spyros Lalis, Dimitris Chatzopoulos

Moreover, the task of training ML models with a vast number of parameters demands computing and memory resources beyond the capabilities of small devices, such as mobile and Internet of Things (IoT) devices.

Federated Learning

IPLS : A Framework for Decentralized Federated Learning

1 code implementation6 Jan 2021 Christodoulos Pappas, Dimitris Chatzopoulos, Spyros Lalis, Manolis Vavalis

The proliferation of resourceful mobile devices that store rich, multidimensional and privacy-sensitive user data motivate the design of federated learning (FL), a machine-learning (ML) paradigm that enables mobile devices to produce an ML model without sharing their data.

Federated Learning

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