Deep RL

Network Offloading Policies for Cloud Robotics: A Learning-Based Approach RSS 2019 Neural Keyphrase Generation via Reinforcement Learning with Adaptive Rewards ACL 2019 Neural Logic Reinforcement Learning ICML 2019 Neural Machine Translation with Adequacy-Oriented Learning AAAI 2019 Neural Temporal-Difference Learning Converges to Global Optima NeurIPS 2019 Neural Topic Model with Reinforcement Learning EMNLP 2019 Neural Trust Region/Proximal Policy Optimization Attains Globally Optimal Policy NeurIPS 2019 Non-Asymptotic Gap-Dependent Regret Bounds for Tabular MDPs NeurIPS 2019 Nonlinear Distributional Gradient Temporal-Difference Learning ICML 2019 Non-Stationary Markov Decision Processes, a Worst-Case Approach using Model-Based Reinforcement Learning NeurIPS 2019 No-Reference Image Quality Assessment with Reinforcement Recursive List-Wise Ranking AAAI 2019 Obstacle Tower: A Generalization Challenge in Vision, Control, and Planning IJCAI 2019 Off-Policy Deep Reinforcement Learning by Bootstrapping the Covariate Shift AAAI 2019 Off-Policy Deep Reinforcement Learning without Exploration ICML 2019 Off-Policy Evaluation via Off-Policy Classification NeurIPS 2019 Off-Policy Policy Gradient with Stationary Distribution Correction UAI 2019 Optimizing Discount and Reputation Trade-Offs in E-Commerce Systems: Characterization and Online Learning AAAI 2019 P3O: Policy-on Policy-off Policy Optimization UAI 2019 Performance Guarantees for Homomorphisms beyond Markov Decision Processes AAAI 2019 PIC: Permutation Invariant Critic for Multi-Agent Deep Reinforcement Learning CoRL 2019 Planning with Expectation Models IJCAI 2019 Planning with Goal-Conditioned Policies NeurIPS 2019 Plan Online, Learn Offline: Efficient Learning and Exploration via Model-Based Control ICLR 2019 Playing Card-Based RTS Games with Deep Reinforcement Learning IJCAI 2019 Playing FPS Games With Environment-Aware Hierarchical Reinforcement Learning IJCAI 2019