Sheng Ran

Endogenous regime switching driven by scalar-irreducible learning dynamics

2026 · Chaos An Interdisciplinary Journal of Nonlinear Science

Achieving endogenous regime switching is crucial for the emergence of autonomous intelligence, yet remains a central challenge for existing machine learning frameworks, where such transitions are typically externally imposed. In this work, we introduce a …