| Decision-Making with Auto-Encoding Variational Bayes | Feb 17, 2020 | Decision MakingTwo-sample testing | CodeCode Available | 1 |
| PDDLGym: Gym Environments from PDDL Problems | Feb 15, 2020 | Decision MakingOpenAI Gym | CodeCode Available | 1 |
| Algorithmic Recourse: from Counterfactual Explanations to Interventions | Feb 14, 2020 | counterfactualDecision Making | CodeCode Available | 1 |
| Effective Reinforcement Learning through Evolutionary Surrogate-Assisted Prescription | Feb 13, 2020 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| Does the Markov Decision Process Fit the Data: Testing for the Markov Property in Sequential Decision Making | Feb 5, 2020 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| Goal-directed graph construction using reinforcement learning | Jan 30, 2020 | Decision Makinggraph construction | CodeCode Available | 1 |
| Tree-Structured Policy based Progressive Reinforcement Learning for Temporally Language Grounding in Video | Jan 18, 2020 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| The gap between theory and practice in function approximation with deep neural networks | Jan 16, 2020 | compressed sensingComputational Efficiency | CodeCode Available | 1 |
| Unifying and generalizing models of neural dynamics during decision-making | Jan 13, 2020 | Decision MakingOpen-Ended Question Answering | CodeCode Available | 1 |
| POPCORN: Partially Observed Prediction COnstrained ReiNforcement Learning | Jan 13, 2020 | Decision MakingPrediction | CodeCode Available | 1 |
| Restricting the Flow: Information Bottlenecks for Attribution | Jan 2, 2020 | Decision Making | CodeCode Available | 1 |
| A Divergence Minimization Perspective on Imitation Learning Methods | Nov 6, 2019 | Behavioural cloningcontinuous-control | CodeCode Available | 1 |
| A deep active learning system for species identification and counting in camera trap images | Oct 22, 2019 | Active LearningDecision Making | CodeCode Available | 1 |
| Achieving Robustness to Aleatoric Uncertainty with Heteroscedastic Bayesian Optimisation | Oct 17, 2019 | Bayesian OptimisationDecision Making | CodeCode Available | 1 |
| Approximate Inference in Discrete Distributions with Monte Carlo Tree Search and Value Functions | Oct 15, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| CityLearn: Diverse Real-World Environments for Sample-Efficient Navigation Policy Learning | Oct 10, 2019 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Multimodal Multitask Representation Learning for Pathology Biobank Metadata Prediction | Sep 17, 2019 | Decision MakingPrediction | CodeCode Available | 1 |
| Reinforcement Learning for Temporal Logic Control Synthesis with Probabilistic Satisfaction Guarantees | Sep 11, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Multi-Objective Multi-Agent Decision Making: A Utility-based Analysis and Survey | Sep 6, 2019 | Decision Making | CodeCode Available | 1 |
| TabNet: Attentive Interpretable Tabular Learning | Aug 20, 2019 | Decision MakingPoker Hand Classification | CodeCode Available | 1 |
| Integrated Multi-omics Analysis Using Variational Autoencoders: Application to Pan-cancer Classification | Aug 17, 2019 | Cancer ClassificationClassification | CodeCode Available | 1 |
| Model Agnostic Defence against Backdoor Attacks in Machine Learning | Aug 6, 2019 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Hello, It's GPT-2 -- How Can I Help You? Towards the Use of Pretrained Language Models for Task-Oriented Dialogue Systems | Jul 12, 2019 | Decision MakingLanguage Modeling | CodeCode Available | 1 |
| Image to Images Translation for Multi-Task Organ Segmentation and Bone Suppression in Chest X-Ray Radiography | Jun 24, 2019 | Decision MakingGenerative Adversarial Network | CodeCode Available | 1 |
| Split Q Learning: Reinforcement Learning with Two-Stream Rewards | Jun 21, 2019 | Decision MakingQ-Learning | CodeCode Available | 1 |
