| 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 |
| Negotiable Reinforcement Learning for Pareto Optimal Sequential Decision-Making | Dec 1, 2018 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Structural Causal Bandits: Where to Intervene? | Dec 1, 2018 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| Regret Bounds for Online Portfolio Selection with a Cardinality Constraint | Dec 1, 2018 | Computational EfficiencyDecision Making | —Unverified | 0 |
| Monte-Carlo Tree Search for Constrained POMDPs | Dec 1, 2018 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Tight Bayesian Ambiguity Sets for Robust MDPs | Nov 15, 2018 | Decision MakingReinforcement Learning | —Unverified | 0 |
| Meta-Learning for Multi-objective Reinforcement Learning | Nov 8, 2018 | Computational Efficiencycontinuous-control | —Unverified | 0 |
| Stay With Me: Lifetime Maximization Through Heteroscedastic Linear Bandits With Reneging | Oct 29, 2018 | Decision MakingMulti-Armed Bandits | CodeCode Available | 0 |
| On preserving non-discrimination when combining expert advice | Oct 28, 2018 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Efficient Sequence Labeling with Actor-Critic Training | Sep 30, 2018 | Decision MakingNER | CodeCode Available | 0 |
| Resilient Computing with Reinforcement Learning on a Dynamical System: Case Study in Sorting | Sep 25, 2018 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Geometric Multi-Model Fitting by Deep Reinforcement Learning | Sep 22, 2018 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Predicting Periodicity with Temporal Difference Learning | Sep 20, 2018 | Decision MakingReinforcement Learning | —Unverified | 0 |
| Online Convex Optimization for Sequential Decision Processes and Extensive-Form Games | Sep 10, 2018 | counterfactualDecision Making | —Unverified | 0 |
| Sequential Monte Carlo Bandits | Aug 8, 2018 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| Learning to Listen, Read, and Follow: Score Following as a Reinforcement Learning Game | Jul 17, 2018 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Investigating Order Effects in Multidimensional Relevance Judgment using Query Logs | Jul 14, 2018 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Video Summarisation by Classification with Deep Reinforcement Learning | Jul 9, 2018 | ClassificationDecision Making | —Unverified | 0 |
| Playing against Nature: causal discovery for decision making under uncertainty | Jul 3, 2018 | Causal DiscoveryDecision Making | —Unverified | 0 |
| Multi-Task Generative Adversarial Nets with Shared Memory for Cross-Domain Coordination Control | Jul 1, 2018 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Deep Reinforcement Learning for Surgical Gesture Segmentation and Classification | Jun 21, 2018 | Action SegmentationClassification | CodeCode Available | 0 |
| Stagewise Safe Bayesian Optimization with Gaussian Processes | Jun 20, 2018 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| TopRank: A practical algorithm for online stochastic ranking | Jun 6, 2018 | Decision MakingLearning-To-Rank | —Unverified | 0 |
| Deep Variational Reinforcement Learning for POMDPs | Jun 6, 2018 | Decision MakingInductive Bias | CodeCode Available | 0 |
| Enhancing the Accuracy and Fairness of Human Decision Making | May 25, 2018 | Decision MakingFairness | CodeCode Available | 0 |
| Learning Self-Imitating Diverse Policies | May 25, 2018 | continuous-controlContinuous Control | —Unverified | 0 |