Reinforcement Learning

Revisiting Reweighted Wake-Sleep for Models with Stochastic Control Flow UAI 2019 Robust Multi-Agent Reinforcement Learning via Minimax Deep Deterministic Policy Gradient AAAI 2019 RUDDER: Return Decomposition for Delayed Rewards NeurIPS 2019 Safe and Sample-Efficient Reinforcement Learning Algorithms for Factored Environments IJCAI 2019 SDRL: Interpretable and Data-Efficient Deep Reinforcement Learning Leveraging Symbolic Planning AAAI 2019 Self-Critical N-Step Training for Image Captioning CVPR 2019 Self-Supervised Mixture-of-Experts by Uncertainty Estimation AAAI 2019 Sim-To-Real via Sim-To-Sim: Data-Efficient Robotic Grasping via Randomized-To-Canonical Adaptation Networks CVPR 2019 SoftRegex: Generating Regex from Natural Language Descriptions using Softened Regex Equivalence EMNLP 2019 Spot and Learn: A Maximum-Entropy Patch Sampler for Few-Shot Image Classification CVPR 2019 Stay on the Path: Instruction Fidelity in Vision-and-Language Navigation ACL 2019 Strategic Tasks for Explainable Reinforcement Learning AAAI 2019 Streamlined Dense Video Captioning CVPR 2019 Structured agents for physical construction ICML 2019 Summary Level Training of Sentence Rewriting for Abstractive Summarization EMNLP 2019 Supervised Policy Update for Deep Reinforcement Learning ICLR 2019 Theoretical Analysis of Efficiency and Robustness of Softmax and Gap-Increasing Operators in Reinforcement Learning AISTATS 2019 Towards Better Interpretability in Deep Q-Networks AAAI 2019 Towards Comprehensive Description Generation from Factual Attribute-value Tables ACL 2019 Towards Fine-grained Text Sentiment Transfer ACL 2019 Unsupervised Context Rewriting for Open Domain Conversation EMNLP 2019 Unsupervised Controllable Text Formalization AAAI 2019 Unsupervised Visuomotor Control through Distributional Planning Networks RSS 2019 Using a Logarithmic Mapping to Enable Lower Discount Factors in Reinforcement Learning NeurIPS 2019 Using Semantic Similarity as Reward for Reinforcement Learning in Sentence Generation ACL 2019