2 papers
physics.chem-ph2026
Impact of Local Descriptors Derived from Machine Learning Potentials in Graph Neural Networks for Molecular Property Prediction
Ryoichi Uchiyama, Yuya Nakajima, Yuta Tanaka +1
In this study, we present a framework aimed at enhancing molecular property prediction through the integration of local descriptors obtained from large-scale pretrained machine lea…
nlin.CG2019
Max-Plus Generalization of Conway's Game of Life
Kotaro Sakata, Yuta Tanaka, Daisuke Takahashi
We propose a max-plus equation which includes Conway's Game of Life (GoL) as a special case. There are some special solutions to the equation which include and unify those to GoL.…