2 papers
cs.MA2026
Decentralized collaborative continual learning: A multi-objective minimization-based technique
Yara Zgheib, Marc Antonini, Roula Nassif
In this work, we formulate decentralized continual learning within a multi-objective optimization framework. For a given inference task t (corresponding to a common minimizer share…
cs.LG2025
A non-smooth regularization framework for learning over multitask graphs
Yara Zgheib, Luca Calatroni, Marc Antonini +1
In this work, we consider learning over multitask graphs, where each agent aims to estimate its own parameter vector. Although agents seek distinct objectives, collaboration among…