Review
Open access
Aug 2026
TD-Learning and Q-Learning: A Survey of Theory, Analysis, and Trends
This survey highlights the theoretical evolution from asymptotic stability to non-asymptotic efficiency and identifies the remaining gaps and provides a coherent roadmap for future research toward a unified theoretical understanding of RL dynamics.
Han-Dong Lim, Hyunjun Na, Taeho Lee et al.
· International Journal of Con... · 0 citations