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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.LG2022
Regularization Trade-offs with Fake Features
Martin Hellkvist, Ayça Özçelikkale, Anders Ahlén
Recent successes of massively overparameterized models have inspired a new line of work investigating the underlying conditions that enable overparameterized models to generalize w…