Publications
Peer-reviewed articles, conference papers, and preprints
2025
2025
Machine Learning Force Fields for Accurate and Efficient Biomolecular Simulation
Journal of Chemical Theory and Computation (accepted)
2025
Hierarchical Multiscale Approach for Thermal Transport in Nanostructured Materials
Physical Review B, 111, 054302
2024
2024
Multiscale Simulation of Phase Transitions in Functional Oxide Thin Films
npj Computational Materials, 10, 218
2024
Graph Neural Network Potential for Multi-Component Alloy Systems
Nature Computational Science, 4, 342–351
2024
Enhanced Sampling of Protein Conformational Changes via Adaptive Collective Variables
Journal of Chemical Physics, 160, 174103
2023
2023
Coarse-Grained Force Field Development Using Active Learning
Journal of Chemical Theory and Computation, 19, 4521–4534
2023
Transferable Neural Network Potentials from First Principles
Physical Review Letters, 130, 236101