3 papers
physics.comp-ph2026
Physics-guided curriculum learning for the identification of reaction-diffusion dynamics from partial observations
Hanyu Zhou, Yuansheng Cao, Yaomin Zhao
Reaction-diffusion (RD) systems provide fundamental models for understanding self-organized spatiotemporal patterns across natural and engineered settings, yet reliable parameter e…
physics.bio-ph2026
Optimal Discretization in Hour-Glass Molecular Clocks Driven by Oscillating Free Energy
Zhuangcheng Zhen, Kaiyue Shi, Qi Ouyang +1
Hour-glass clocks do not free-run; they keep time by riding an external rhythm. Motivated by the primordial KaiBC system in cyanobacteria, we study a driven, finite-state molecular…
cs.LG2025
FLDmamba: Integrating Fourier and Laplace Transform Decomposition with Mamba for Enhanced Time Series Prediction
Qianru Zhang, Chenglei Yu, Haixin Wang +5
Time series prediction, a crucial task across various domains, faces significant challenges due to the inherent complexities of time series data, including non-stationarity, multi-…