most citedEnhanced Sampling in the Age of Machine Learning: Algorithms and Applications

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cs.LG2025★ 1 cited

Self-Supervised Evolution Operator Learning for High-Dimensional Dynamical Systems

Giacomo Turri, Luigi Bonati, Kai Zhu +2

We introduce an encoder-only approach to learn the evolution operators of large-scale non-linear dynamical systems, such as those describing complex natural phenomena. Evolution op…