| Trajectory VAE for multi-modal imitation | May 1, 2019 | continuous-controlContinuous Control | —Unverified | 0 |
| Deep Reinforcement Learning for Optimal Critical Care Pain Management with Morphine using Dueling Double-Deep Q Networks | Apr 25, 2019 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Beyond Adaptive Submodularity: Approximation Guarantees of Greedy Policy with Adaptive Submodularity Ratio | Apr 24, 2019 | Decision Makingfeature selection | —Unverified | 0 |
| Latent Variable Algorithms for Multimodal Learning and Sensor Fusion | Apr 23, 2019 | Activity RecognitionDecision Making | —Unverified | 0 |
| The MineRL 2019 Competition on Sample Efficient Reinforcement Learning using Human Priors | Apr 22, 2019 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| A Short Survey On Memory Based Reinforcement Learning | Apr 14, 2019 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Similarities between policy gradient methods (PGM) in Reinforcement learning (RL) and supervised learning (SL) | Apr 12, 2019 | Decision MakingPolicy Gradient Methods | —Unverified | 0 |
| Quizbowl: The Case for Incremental Question Answering | Apr 9, 2019 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| Meta-Learning surrogate models for sequential decision making | Mar 28, 2019 | Bayesian OptimisationDecision Making | —Unverified | 0 |
| Automating Predictive Modeling Process using Reinforcement Learning | Mar 2, 2019 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| Human-in-the-loop Active Covariance Learning for Improving Prediction in Small Data Sets | Feb 26, 2019 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Design of intentional backdoors in sequential models | Feb 26, 2019 | Decision MakingReinforcement Learning | —Unverified | 0 |
| Scalable Thompson Sampling via Optimal Transport | Feb 19, 2019 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Adaptive Sequence Submodularity | Feb 15, 2019 | Decision MakingLink Prediction | CodeCode Available | 0 |
| Network Offloading Policies for Cloud Robotics: a Learning-based Approach | Feb 15, 2019 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Rethinking the Discount Factor in Reinforcement Learning: A Decision Theoretic Approach | Feb 8, 2019 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Dynamic Real-time Multimodal Routing with Hierarchical Hybrid Planning | Feb 5, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 0 |
| Hyper-parameter Tuning under a Budget Constraint | Feb 1, 2019 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Deep Neural Linear Bandits: Overcoming Catastrophic Forgetting through Likelihood Matching | Jan 24, 2019 | Decision MakingEfficient Exploration | —Unverified | 0 |
| Algorithms for Fairness in Sequential Decision Making | Jan 24, 2019 | Decision MakingFairness | CodeCode Available | 0 |
| Read, Watch, and Move: Reinforcement Learning for Temporally Grounding Natural Language Descriptions in Videos | Jan 21, 2019 | Decision MakingMulti-Task Learning | CodeCode Available | 0 |
| Learning and Reasoning for Robot Sequential Decision Making under Uncertainty | Jan 16, 2019 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| Deep Reinforcement Learning for Imbalanced Classification | Jan 5, 2019 | ClassificationDecision Making | CodeCode Available | 0 |
| A Computational Framework for Motor Skill Acquisition | Jan 3, 2019 | Decision MakingReinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning for Multi-Agent Systems: A Review of Challenges, Solutions and Applications | Dec 31, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
