Cynthia Chen

Information-based Value Iteration Networks for Decision Making Under Uncertainty

Deep neural networks that incorporate classic reinforcement learning methods, such as value iteration, into their structure significantly outperform randomly structured networks in learning and generalization. These networks, however, are mostly limited to environments with no or very low uncertaint…