Example: air traffic controller
Sampling Based Methods For Stochastic
Found 2 free book(s)
Design-based Analysis in Difference-In-Differences ...
www.nber.orgde Chaisemartin and D’Haultf˙uille [2017, 2018], we take a design-based perspective where the stochastic nature and properties of the estimators arises from the stochastic nature of the assignment of the treatments, rather than a sampling-based perspective where the uncertainty arises from the random sampling of units from a large population.
Soft Actor-Critic: Off-Policy Maximum Entropy Deep ...
arxiv.orgas randomly as possible. Prior deep RL methods based on this framework have been formulated as Q-learning methods. By combining off-policy updates with a stable stochastic actor-critic formu-lation, our method achieves state-of-the-art per-formance on a range of continuous control bench-mark tasks, outperforming prior on-policy and off-policy ...