3 papers
cond-mat.mtrl-sci2026
Interfacial-melt stability as a thermodynamic prerequisite for solid-state synthesis
Zihan Zhang, Mengyi Chen, Qianxiao Li +1
Computational materials discovery commonly ranks candidate materials by their thermodynamic stability on the formation energy convex hull, yet many predicted-stable phases resist s…
physics.comp-ph2025
Scalable learning of macroscopic stochastic dynamics
Mengyi Chen, Pengru Huang, Kostya S. Novoselov +1
Macroscopic dynamical descriptions of complex physical systems are crucial for understanding and controlling material behavior. With the growing availability of data and compute, m…
cs.LG2024
Learning Macroscopic Dynamics from Partial Microscopic Observations
Mengyi Chen, Qianxiao Li
Macroscopic observables of a system are of keen interest in real applications such as the design of novel materials. Current methods rely on microscopic trajectory simulations, whe…