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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.MA2024
Differential error feedback for communication-efficient decentralized learning
Roula Nassif, Stefan Vlaski, Marco Carpentiero +2
Communication-constrained algorithms for decentralized learning and optimization rely on local updates coupled with the exchange of compressed signals. In this context, differentia…