2026
Enhanced Convergence Guarantees for Distributed CHOCO-SGD Over Directed Networks With General Quantizers
Sheng Zhang, Hong-Yu Han, Roula Nassif et al.
· IEEE Transactions on Signal... · 0 citations
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Preprint
Oct 2026
Decentralized collaborative continual learning: A multi-objective minimization-based technique
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 shared by the cost functions of all agents), agents collecting data in a distributed and streamed manner are only allowed to perform local comput...
Yara Zgheib, Marc Antonini, Roula Nassif
· 0 citations