description [ICML 2026][Reinforcement Learning][Two-timescale] This paper establishes the stability and almost sure (a.s.) convergence of general two-timescale stochastic approximation (SA) under ...

DAIL utilizes a hybrid strategy rollout where "Teacher = itself with the expert solution + Student = itself without the expert solution" to rewrite fewer than 1,000 expert trajectories into reasoning ...