Search Results for author: Shashank Sule

Found 2 papers, 2 papers with code

Sharp error estimates for target measure diffusion maps with applications to the committor problem

1 code implementation22 Dec 2023 Shashank Sule, Luke Evans, Maria Cameron

Remarkably, we find that the TMDmap algorithm is particularly suited as a meshless solver to the committor problem due to the cancellation of several error terms in the prefactor formula.

Emergence of the SVD as an interpretable factorization in deep learning for inverse problems

1 code implementation18 Jan 2023 Shashank Sule, Richard G. Spencer, Wojciech Czaja

Within the framework of deep learning we demonstrate the emergence of the singular value decomposition (SVD) of the weight matrix as a tool for interpretation of neural networks (NN) when combined with the descrambling transformation--a recently-developed technique for addressing interpretability in noisy parameter estimation neural networks \cite{amey2021neural}.

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