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12/01/2022
Regularization with Fake Features
Recent successes of massively overparameterized models have inspired a n...
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11/30/2022
Continual Learning with Distributed Optimization: Does CoCoA Forget?
We focus on the continual learning problem where the tasks arrive sequen...
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03/07/2022
Estimation and Model Misspecification: Fake and Missing Features
We consider estimation under model misspecification where there is a mod...
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05/25/2021
Model Mismatch Trade-offs in LMMSE Estimation
We consider a linear minimum mean squared error (LMMSE) estimation frame...
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01/22/2021
Linear Regression with Distributed Learning: A Generalization Error Perspective
Distributed learning provides an attractive framework for scaling the le...
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04/30/2020