Shengbo Wang

Q-Learning with Stable Infinite-Dimensional Linear Function Approximation

Q-learning with linear function approximation can be unstable because an arbitrary approximation architecture need not preserve the Bellman contraction. We develop a stable infinite-dimensional linear function approximation framework for Q-learning from a single Markovian behavior-policy trajectory. The learning variab...