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cs.LG2026
KoopCell: Koopman-Based Generative Model for Learning Single-Cell Dynamics from Distribution Snapshots
Wanfeng Lu, Yutong Zhang, Keyi Zhou +3
Learning population dynamics from temporally sparse, unpaired distribution snapshots is a fundamental challenge in developmental biology. Recent approaches based on neural differen…
cs.LG2026
Ultra-Early Prediction of Tipping Points: Integrating Dynamical Measures with Reservoir Computing
Xin Li, Qunxi Zhu, Chengli Zhao +4
Complex dynamical systems-such as climate, ecosystems, and economics-can undergo catastrophic and potentially irreversible regime changes, often triggered by environmental paramete…