31 citations · 47 across the 8 of their papers we have counts for
3 papers · 1 filter
Rapid optimization in high dimensional space by deep kernel learning augmented genetic algorithms
Mani Valleti, Aditya Raghavan, Sergei V. Kalinin
Exploration of complex high-dimensional spaces presents significant challenges in fields such as molecular discovery, process optimization, and supply chain management. Genetic Alg…
Physics and Chemistry from Parsimonious Representations: Image Analysis via Invariant Variational Autoencoders
Mani Valleti, Yongtao Liu, Sergei Kalinin
Electron, optical, and scanning probe microscopy methods are generating ever increasing volume of image data containing information on atomic and mesoscale structures and functiona…
Deep Kernel Methods Learn Better: From Cards to Process Optimization
Mani Valleti, Rama K. Vasudevan, Maxim A. Ziatdinov +1
The ability of deep learning methods to perform classification and regression tasks relies heavily on their capacity to uncover manifolds in high-dimensional data spaces and projec…