5 citations · 5 across the 2 of their papers we have counts for
2 papers
cs.LG2023
Neural Polytopes
Koji Hashimoto, Tomoya Naito, Hisashi Naito
We find that simple neural networks with ReLU activation generate polytopes as an approximation of a unit sphere in various dimensions. The species of polytopes are regulated by th…
physics.comp-ph2023★ 5 cited
Multi-body wave function of ground and low-lying excited states using unornamented deep neural networks
Tomoya Naito, Hisashi Naito, Koji Hashimoto
We propose a method to calculate wave functions and energies not only of the ground state but also of low-lying excited states using a deep neural network and the unsupervised mach…