Deep RL

Spatiotemporally Constrained Action Space Attacks on Deep Reinforcement Learning Agents AAAI 2020 SQIL: Imitation Learning via Reinforcement Learning with Sparse Rewards ICLR 2020 Stabilizing Transformers for Reinforcement Learning ICML 2020 Stable Policy Optimization via Off-Policy Divergence Regularization UAI 2020 Stable Reinforcement Learning with Unbounded State Space L4DC 2020 Stay Hungry, Stay Focused: Generating Informative and Specific Questions in Information-Seeking Conversations EMNLP 2020 Steady State Analysis of Episodic Reinforcement Learning NeurIPS 2020 Stealthy and Efficient Adversarial Attacks against Deep Reinforcement Learning AAAI 2020 Stochastically Dominant Distributional Reinforcement Learning ICML 2020 Stochastic Curiosity Exploration for Dialogue Systems Interspeech 2020 Stochastic Flows and Geometric Optimization on the Orthogonal Group ICML 2020 Stochastic Latent Actor-Critic: Deep Reinforcement Learning with a Latent Variable Model NeurIPS 2020 Straight to the Point: Fast-Forwarding Videos via Reinforcement Learning Using Textual Data CVPR 2020 Striving for Simplicity and Performance in Off-Policy DRL: Output Normalization and Non-Uniform Sampling ICML 2020 Student-Teacher Curriculum Learning via Reinforcement Learning: Predicting Hospital Inpatient Admission Location ICML 2020 Sub-Goal Trees a Framework for Goal-Based Reinforcement Learning ICML 2020 Sub-policy Adaptation for Hierarchical Reinforcement Learning ICLR 2020 SVQN: Sequential Variational Soft Q-Learning Networks ICLR 2020 SVRG for Policy Evaluation with Fewer Gradient Evaluations IJCAI 2020 Syntactic and Semantic-driven Learning for Open Information Extraction EMNLP 2020 Task-agnostic Exploration in Reinforcement Learning NeurIPS 2020 Task-Agnostic Online Reinforcement Learning with an Infinite Mixture of Gaussian Processes NeurIPS 2020 Task-Completion Dialogue Policy Learning via Monte Carlo Tree Search with Dueling Network EMNLP 2020 Text Simplification with Reinforcement Learning Using Supervised Rewards on Grammaticality, Meaning Preservation, and Simplicity AACL 2020 The LoCA Regret: A Consistent Metric to Evaluate Model-Based Behavior in Reinforcement Learning NeurIPS 2020