Methods

Importance Sampling Policy Evaluation with an Estimated Behavior Policy ICML 2019 Improving Generative Visual Dialog by Answering Diverse Questions EMNLP 2019 Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning EMNLP 2019 Inferring Task Goals and Constraints using Bayesian Nonparametric Inverse Reinforcement Learning CoRL 2019 InfoBot: Transfer and Exploration via the Information Bottleneck ICLR 2019 Information asymmetry in KL-regularized RL ICLR 2019 Information-Directed Exploration for Deep Reinforcement Learning ICLR 2019 Information-Theoretic Confidence Bounds for Reinforcement Learning NeurIPS 2019 Integrating Learning with Game Theory for Societal Challenges IJCAI 2019 Interactive Language Learning by Question Answering EMNLP 2019 Interactive Reinforcement Learning with Dynamic Reuse of Prior Knowledge from Human and Agent Demonstrations IJCAI 2019 Interactive Semantic Parsing for If-Then Recipes via Hierarchical Reinforcement Learning AAAI 2019 Interactive Teaching Algorithms for Inverse Reinforcement Learning IJCAI 2019 Interval timing in deep reinforcement learning agents NeurIPS 2019 Intrinsically Efficient, Stable, and Bounded Off-Policy Evaluation for Reinforcement Learning NeurIPS 2019 IPOMDP-Net: A Deep Neural Network for Partially Observable Multi-Agent Planning Using Interactive POMDPs AAAI 2019 IRLAS: Inverse Reinforcement Learning for Architecture Search CVPR 2019 Keeping Your Distance: Solving Sparse Reward Tasks Using Self-Balancing Shaped Rewards NeurIPS 2019 Kernel-Based Reinforcement Learning in Robust Markov Decision Processes ICML 2019 Knowledge Base Question Answering with Topic Units IJCAI 2019 Know More about Each Other: Evolving Dialogue Strategy via Compound Assessment ACL 2019 Language as an Abstraction for Hierarchical Deep Reinforcement Learning NeurIPS 2019 Language-Driven Temporal Activity Localization: A Semantic Matching Reinforcement Learning Model CVPR 2019 Large-Scale Home Energy Management Using Entropy-Based Collective Multiagent Deep Reinforcement Learning Framework IJCAI 2019 Large-Scale Interactive Recommendation with Tree-Structured Policy Gradient AAAI 2019