11 citations · 12 across the 2 of their papers we have counts for
4 papers
Best of Both Worlds: Enforcing Detailed Balance in Machine Learning Models of Transition Rates
Anjana Anu Talapatra, Anup Pandey, Matthew S. Wilson +4
The slow microstructural evolution of materials often plays a key role in determining material properties. When the unit steps of the evolution process are slow, direct simulation…
Supervised and Unsupervised Machine Learning of Structural Phases of Polymers Adsorbed to Nanowires
Quinn Parker, Dilina Perera, Ying Wai Li +1
We identify configurational phases and structural transitions in a polymer nanotube composite by means of machine learning. We employ various unsupervised dimensionality reduction…
Machine Learning Assisted Insight to Spin Ice DyTiO
Anjana M Samarakoon, Kipton Barros, Ying Wai Li +8
Complex behavior poses challenges in extracting models from experiment. An example is spin liquid formation in frustrated magnets like DyTiO. Understanding has been hin…
A histogram-free multicanonical Monte Carlo algorithm for the basis expansion of density of states
Ying Wai Li, Markus Eisenbach
We report a new multicanonical Monte Carlo (MC) algorithm to obtain the density of states (DOS) for physical systems with continuous state variables in statistical mechanics. Our a…