11 citations · 20 across the 5 of their papers we have counts for
3 papers · 1 filter
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…
Continual Learning with Distributed Optimization: Does CoCoA Forget?
Martin Hellkvist, Ayça Özçelikkale, Anders Ahlén
We focus on the continual learning problem where the tasks arrive sequentially and the aim is to perform well on the newly arrived task without performance degradation on the previ…
Estimation under Model Misspecification with Fake Features
Martin Hellkvist, Ayça Özçelikkale, Anders Ahlén
We consider estimation under model misspecification where there is a model mismatch between the underlying system, which generates the data, and the model used during estimation. W…