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Explore new approaches in simulating transition paths in this 48-minute conference talk presented by Yuehaw Khoo from the University of Chicago at IPAM's Cryo-Electron Microscopy and Beyond Workshop. Delve into the application of tensor methods for compressing high-dimensional functions in partial differential equations (PDE), with a focus on simulating transition processes between metastable states in chemistry applications, such as molecular dynamics. Discover a novel generative modeling procedure using tensor-network without optimization. Gain insights into cutting-edge techniques that advance the field of computational chemistry and molecular simulation.