Search Results for author: Shams Mehdi

Found 2 papers, 1 papers with code

Enhanced Sampling with Machine Learning: A Review

no code implementations15 Jun 2023 Shams Mehdi, Zachary Smith, Lukas Herron, Ziyue Zou, Pratyush Tiwary

Molecular dynamics (MD) enables the study of physical systems with excellent spatiotemporal resolution but suffers from severe time-scale limitations.

Dimensionality Reduction

Thermodynamics-inspired Explanations of Artificial Intelligence

1 code implementation27 Jun 2022 Shams Mehdi, Pratyush Tiwary

To demonstrate the wide-ranging applicability of TERP, we successfully employ it to explain various black-box model architectures, including deep learning Autoencoders, Recurrent Neural Networks, and Convolutional Neural Networks, across diverse domains such as molecular simulations, text, and image classification.

feature selection Image Classification +2

Cannot find the paper you are looking for? You can Submit a new open access paper.