Fast and Data Efficient Reinforcement Learning from Pixels via Non-Parametric Value Approximation

Alexander Long, Alan Blair, Herke van Hoof

We present Nonparametric Approximation of Inter-Trace returns (NAIT), a Reinforcement Learning algorithm for discrete action, pixel-based environments that is both highly sample an…