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cs.LG2022★ 2 cited
How to Combine Variational Bayesian Networks in Federated Learning
Atahan Ozer, Kadir Burak Buldu, Abdullah Akgül +1
Federated Learning enables multiple data centers to train a central model collaboratively without exposing any confidential data. Even though deterministic models are capable of pe…
cs.LG2022
Continual Learning of Multi-modal Dynamics with External Memory
Abdullah Akgül, Gozde Unal, Melih Kandemir
We study the problem of fitting a model to a dynamical environment when new modes of behavior emerge sequentially. The learning model is aware when a new mode appears, but it canno…