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Allan M. de Souza

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#machine learning Open access Sep 2026

Task-Centric Personalized Federated Fine-Tuning of Language Models

Federated Learning (FL) has emerged as a promising technique for training language models on distributed and private datasets of diverse tasks. However, aggregating models trained on heterogeneous tasks often degrades the overall performance of individual clients. To address this issue, Personalized FL (pFL) aims to cr...

Gabriel U. Talasso, Meghdad Kurmanji, Allan M. de Souza et al. · 0 citations

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