Tolga Ok

Limiting-Kernel Q($\lambda$): Bridging Short and Long Horizons

In value-based reinforcement learning, improving the accuracy of policy evaluation has been shown to improve downstream policy optimization performance. The widely adopted family of approximations relying on $n$-step truncation yields computationally efficient value estimators but is inherently limited to a short evalu...