3 papers
physics.chem-ph2025
Refining Coarse-Grained Molecular Topologies: A Bayesian Optimization Approach
Pranoy Ray, Adam P. Generale, Nikhith Vankireddy +6
Molecular Dynamics (MD) simulations are essential for accurately predicting the physical and chemical properties of large molecular systems across various pressure and temperature…
cs.LG2024
Modeling Stochastic Conditional Dynamics from Sparse Observations via Kernel-Stabilized Flow Matching
Adam P. Generale, Andreas E. Robertson, Surya R. Kalidindi
Learning to transform conditional probability densities over time is a fundamental challenge spanning probabilistic modeling and the natural sciences. This task is paramount when f…
stat.ME2023
Sequential Designs for Filling Output Spaces
Shangkun Wang, Adam P. Generale, Surya R. Kalidindi +1
Space-filling designs are commonly used in computer experiments to fill the space of inputs so that the input-output relationship can be accurately estimated. However, in certain a…