BLADE: Bayesian Langevin Active Discovery with Replica Exchange for Identification of Complex Systems

Cindy Xiangrui Kong, Haoyang Zheng, Guang Lin, in Machine Learning: Science and Technology, 2026.

Abstract: BLADE introduces Bayesian Langevin active discovery with replica exchange for physical discovery, combining active learning with Langevin-based exploration to improve data-efficient scientific discovery.

[link] [arxiv]