Deep Learning

Reinforcement Learning Sample Efficiency Improvement using Multi-Grid Approach in Computational Physics Problems
A multi-grid approach in deep reinforcement learning to improve sample efficiency in computational physics based applications
Reinforcement Learning Sample Efficiency Improvement using Multi-Grid Approach in Computational Physics Problems
Deep Reinforcement Learning for Reservoir Management
An RL-based approach to learn the optimal well control policies used to improve the production efficiency in reservoir management
Deep Reinforcement Learning for Reservoir Management
Multilevel Deep Reinforcement Learning Framework
A statistical framework to reduce computational complexity of RL applications in computational physics based environments
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Multilevel Deep Reinforcement Learning Framework