Date: December 1 – 2, 2025
Event: Control, Inverse Problems and Machine Learning – Third meeting of the COPI2A network
Talk: A multi-objective optimization framework for decentralized learning with coordination constraints
Speaker: Roberto Morales. DeustoCCM, University of Deusto
Slides
Summary: Focused on a multi-objective optimization framework for decentralized learning with coordination constraints, highlighting the role of Pareto optimality in characterizing trade-offs between agents and the central coordinator.
Trends to be applied to future research at DeustoCCM.
Limit case of Decentralized Learning when the number of agents tends to infinity. Detailed study of associated Fokker Planck equations
Replicator dynamics and Machine Learning.
Sensitivity Analysis for Evolutionary Dynamics.
Interpretability of Evolutionary Dynamics.
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COPI2A (Control, Problemas Inversos y Aprendizaje Automático) is a Spanish network on Control and Inverse Problems of systems governed by ODEs and PDEs and Machine Learning. Deusto Tech is represented by the Chair of Computational Mathematics.