Reinforcement Learning

Learning to Ask for Conversational Machine Learning EMNLP 2019 Learning to Communicate and Solve Visual Blocks-World Tasks AAAI 2019 Learning to Compose Dynamic Tree Structures for Visual Contexts CVPR 2019 Learning to Generalize from Sparse and Underspecified Rewards ICML 2019 Learning to Perform Local Rewriting for Combinatorial Optimization NeurIPS 2019 Learning to Teach in Cooperative Multiagent Reinforcement Learning AAAI 2019 Learning to Walk Via Deep Reinforcement Learning RSS 2019 Leveraging exploration in off-policy algorithms via normalizing flows CoRL 2019 Leveraging Human Guidance for Deep Reinforcement Learning Tasks IJCAI 2019 LexicalAT: Lexical-Based Adversarial Reinforcement Training for Robust Sentiment Classification EMNLP 2019 Limiting Extrapolation in Linear Approximate Value Iteration NeurIPS 2019 Loaded DiCE: Trading off Bias and Variance in Any-Order Score Function Gradient Estimators for Reinforcement Learning NeurIPS 2019 Long Short-Term Memory with Dynamic Skip Connections AAAI 2019 Machine Teaching for Inverse Reinforcement Learning: Algorithms and Applications AAAI 2019 Machine Translation for Machines: the Sentiment Classification Use Case EMNLP 2019 MAME : Model-Agnostic Meta-Exploration CoRL 2019 Maximum Expected Hitting Cost of a Markov Decision Process and Informativeness of Rewards NeurIPS 2019 Memory Bounded Open-Loop Planning in Large POMDPs Using Thompson Sampling AAAI 2019 Model-Based Planning with Energy-Based Models CoRL 2019 Model-based RL in Contextual Decision Processes: PAC bounds and Exponential Improvements over Model-free Approaches COLT 2019 Modeling Coherence for Discourse Neural Machine Translation AAAI 2019 Model Learning for Look-Ahead Exploration in Continuous Control AAAI 2019 More Efficient Off-Policy Evaluation through Regularized Targeted Learning ICML 2019 Multi-Agent Manipulation via Locomotion using Hierarchical Sim2Real CoRL 2019 Multi-Modal Generative Adversarial Network for Short Product Title Generation in Mobile E-Commerce NAACL 2019