Search Results for author: Harsha Vardhan Tetali

Found 3 papers, 0 papers with code

Wave Physics-informed Matrix Factorizations

no code implementations21 Dec 2023 Harsha Vardhan Tetali, Joel B. Harley, Benjamin D. Haeffele

With the recent success of representation learning methods, which includes deep learning as a special case, there has been considerable interest in developing techniques that incorporate known physical constraints into the learned representation.

Representation Learning

On the Generalization Error of Meta Learning for the Gibbs Algorithm

no code implementations27 Apr 2023 Yuheng Bu, Harsha Vardhan Tetali, Gholamali Aminian, Miguel Rodrigues, Gregory Wornell

We analyze the generalization ability of joint-training meta learning algorithms via the Gibbs algorithm.

Meta-Learning

Wave-Informed Matrix Factorization with Global Optimality Guarantees

no code implementations19 Jul 2021 Harsha Vardhan Tetali, Joel B. Harley, Benjamin D. Haeffele

With the recent success of representation learning methods, which includes deep learning as a special case, there has been considerable interest in developing representation learning techniques that can incorporate known physical constraints into the learned representation.

Dictionary Learning Representation Learning

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