Reproducible macroscopic dynamics in a closed-loop human-AI learning system

Minlin Wu, Xu Fang, Yicheng Zhang +2

Closed-loop human-AI systems generate high-dimensional behavioural trajectories whose collective dynamics remain obscure. Using 297,915 learners' adaptive-tutoring histories, we de…