crossrefMachine Learning and Knowledge Extraction2026-03-15
Painlevé Confluence and 1/f Phase-Locking Dynamics: A Topological Framework for Human–AI Collaboration
Recent work on the evaluation of large language models emphasizes that the relevant unit of intelligence is not the artificial system alone but the human–AI hybrid. In parallel, topological and dynamical models of cognition based on Painlevé equations and non-semisimple topology…