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Enze Xu

2 accepted papers

2025

A Generalizable Physics-Enhanced State Space Model for Long-Term Dynamics Forecasting in Complex Environments

ICML 2025poster

This work aims to address the problem of long-term dynamic forecasting in complex environments where data are noisy and irregularly sampled. While recent studies have introduced some methods to improve prediction performance, these approaches still face a significant challenge in handling long-term…

Cited by 0SourcePDFScholar
2024

Multiscale Attention Wavelet Neural Operator for Capturing Steep Trajectories in Biochemical Systems

AAAI 2024technical

In biochemical modeling, some foundational systems can exhibit sudden and profound behavioral shifts, such as the cellular signaling pathway models, in which the physiological responses promptly react to environmental changes, resulting in steep changes in their dynamic model trajectories. These ste…