AI RESEARCH

Ultra-Early Prediction of Tipping Points: Integrating Dynamical Measures with Reservoir Computing

arXiv CS.LG

ArXi:2603.14944v1 Announce Type: new Complex dynamical systems-such as climate, ecosystems, and economics-can undergo catastrophic and potentially irreversible regime changes, often triggered by environmental parameter drift and stochastic disturbances. These critical thresholds, known as tipping points, pose a prediction problem of both theoretical and practical significance, yet remain largely unresolved.