Deep RL

Regret Minimization for Reinforcement Learning with Vectorial Feedback and Complex Objectives NeurIPS 2019 Regularized Anderson Acceleration for Off-Policy Deep Reinforcement Learning NeurIPS 2019 Regularizing Model-Based Planning with Energy-Based Models CoRL 2019 Reinforced Cross-Modal Matching and Self-Supervised Imitation Learning for Vision-Language Navigation CVPR 2019 Reinforced Product Metadata Selection for Helpfulness Assessment of Customer Reviews EMNLP 2019 Reinforcement Learning based Curriculum Optimization for Neural Machine Translation NAACL 2019 Reinforcement Learning Experience Reuse with Policy Residual Representation IJCAI 2019 Reinforcement Learning under Threats AAAI 2019 Remember and Forget for Experience Replay ICML 2019 Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models NAACL 2019 Revisiting the Softmax Bellman Operator: New Benefits and New Perspective ICML 2019 Rewarding Coreference Resolvers for Being Consistent with World Knowledge EMNLP 2019 Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning ACL 2019 RL-GAN-Net: A Reinforcement Learning Agent Controlled GAN Network for Real-Time Point Cloud Shape Completion CVPR 2019 RLTM: An Efficient Neural IR Framework for Long Documents IJCAI 2019 Robust Multi-Agent Reinforcement Learning via Minimax Deep Deterministic Policy Gradient AAAI 2019 RUDDER: Return Decomposition for Delayed Rewards NeurIPS 2019 Safe Policy Improvement with Baseline Bootstrapping ICML 2019 Safe Policy Improvement with Baseline Bootstrapping in Factored Environments AAAI 2019 Sample-Efficient Deep Reinforcement Learning via Episodic Backward Update NeurIPS 2019 Sample Efficient Imitation Learning for Continuous Control ICLR 2019 Scene Memory Transformer for Embodied Agents in Long-Horizon Tasks CVPR 2019 SDRL: Interpretable and Data-Efficient Deep Reinforcement Learning Leveraging Symbolic Planning AAAI 2019 Search on the Replay Buffer: Bridging Planning and Reinforcement Learning NeurIPS 2019 Seeded self-play for language learning EMNLP 2019