2 papers
cs.LG2026
ASTEROID: A Spatiotemporal Information Transformer for Forecasting Multi-Step Time Series of Molecular Dynamics
Kexin Wu, Luonan Chen, Renxiao Wang
Molecular dynamics (MD) simulation is computationally demanding, particularly for large-scale systems requiring long-term analysis. Accurate forecast of the outcomes of a MD simula…
stat.ML2025
Ultralow-dimensionality reduction for identifying critical transitions by spatial-temporal PCA
Pei Chen, Yaofang Suo, Rui Liu +1
Discovering dominant patterns and exploring dynamic behaviors especially critical state transitions and tipping points in high-dimensional time-series data are challenging tasks in…