arxivcs.CYcs.LG2026-07-12
Q-Learning Lab: Teaching Reinforcement Learning Through Learner-Generated Trace Analysis
Reinforcement learning is usually introduced through the Bellman update, yet the equation often remains abstract to undergraduates: they watch policy arrows converge but rarely observe how each value is computed or why an action is chosen. We present Q-Learning Lab, a single-file…