Going Beyond Heuristics by Imposing Policy Improvement as a Constraint

Chi-Chang Lee, Zhang-Wei Hong, Pulkit Agrawal

In many reinforcement learning (RL) applications, augmenting the task rewards with heuristic rewards that encode human priors about how a task should be solved is crucial for achie…