2 papers
cond-mat.str-el2025
Autoregressive Neural Network Extrapolation of Quantum Spin Dynamics Across Time and Space
Hubert Pugzlys, Shreyas Varude, Sam Dillon +5
Understanding the dynamical response of quantum materials is central to revealing their microscopic properties, yet access to long-time and large-scale dynamics remains severely li…
physics.comp-ph2024
Active Learning for Discovering Complex Phase Diagrams with Gaussian Processes
Max Zhu, Jian Yao, Marcus Mynatt +5
We introduce a Bayesian active learning algorithm that efficiently elucidates phase diagrams. Using a novel acquisition function that assesses both the impact and likelihood of the…