2 papers
cs.LG2025
Identifiable learning of dissipative dynamics
Aiqing Zhu, Beatrice W. Soh, Grigorios A. Pavliotis +1
Complex dissipative systems appear across science and engineering, from polymers and active matter to learning algorithms. These systems operate far from equilibrium, where energy…
cond-mat.soft2023
Constructing Custom Thermodynamics Using Deep Learning
Xiaoli Chen, Beatrice W. Soh, Zi-En Ooi +5
One of the most exciting applications of artificial intelligence (AI) is automated scientific discovery based on previously amassed data, coupled with restrictions provided by know…