Search Results for author: Joana Tirana

Found 2 papers, 2 papers with code

Workflow Optimization for Parallel Split Learning

1 code implementation1 Feb 2024 Joana Tirana, Dimitra Tsigkari, George Iosifidis, Dimitris Chatzopoulos

We propose a solution method based on the decomposition of the problem by leveraging its inherent symmetry, and a second one that is fully scalable.

Federated Learning Scheduling

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

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