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cs.LG2023
Distributed Continual Learning with CoCoA in High-dimensional Linear Regression
Martin Hellkvist, Ayça Özçelikkale, Anders Ahlén
We consider estimation under scenarios where the signals of interest exhibit change of characteristics over time. In particular, we consider the continual learning problem where di…
cs.LG2023
Communication Trade-offs in Federated Learning of Spiking Neural Networks
Soumi Chaki, David Weinberg, Ayca Özcelikkale
Spiking Neural Networks (SNNs) are biologically inspired alternatives to conventional Artificial Neural Networks (ANNs). Despite promising preliminary results, the trade-offs in th…