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Krishnendu S. Tharakan

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#machine learning Preprint Aug 2026

A Unified Framework for Fair and Personalized Decentralized Learning under Communication Constraints

A new algorithm DMFL-SQ is proposed, a decentralized multi-task learning algorithm that couples personalized model training over a communication graph with an agnostic mixture fairness objective, while reducing communication through sparsification, quantization, and event-triggered synchronization.

Krishnendu S. Tharakan, Carlo Fischione · 0 citations