2 papers
hep-th2025
Physics-informed neural network solves minimal surfaces in curved spacetime
Koji Hashimoto, Koichi Kyo, Masaki Murata +2
We develop a flexible framework based on physics-informed neural networks (PINNs) for solving boundary value problems involving minimal surfaces in curved spacetimes, with a partic…
hep-th2025
Gluon scattering amplitudes with instantons and minimal surfaces with topology change
Koji Hashimoto, Koichi Kyo, Masaki Murata +2
We study the instanton effect on the gluon scattering amplitudes at strong coupling and large for the supersymmetric Yang-Mills theory. According to Alday and Mald…