| 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 |
| POPCORN: Partially Observed Prediction COnstrained ReiNforcement Learning | Jan 13, 2020 | Decision MakingPrediction | CodeCode Available | 1 |
| Unifying and generalizing models of neural dynamics during decision-making | Jan 13, 2020 | Decision MakingOpen-Ended Question Answering | 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 |
| A Story of Two Streams: Reinforcement Learning Models from Human Behavior and Neuropsychiatry | Jun 21, 2019 | Decision MakingLifelong learning | CodeCode Available | 1 |
| Split Q Learning: Reinforcement Learning with Two-Stream Rewards | Jun 21, 2019 | Decision MakingQ-Learning | CodeCode Available | 1 |
| Model-Agnostic Counterfactual Explanations for Consequential Decisions | May 27, 2019 | counterfactualDecision Making | CodeCode Available | 1 |
| Optimal Decision Making Under Strategic Behavior | May 22, 2019 | Decision MakingHeuristic Search | CodeCode Available | 1 |
| Neural Logic Machines | Apr 26, 2019 | Decision MakingInductive Learning | CodeCode Available | 1 |
| Model-free Deep Reinforcement Learning for Urban Autonomous Driving | Apr 20, 2019 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Atari-HEAD: Atari Human Eye-Tracking and Demonstration Dataset | Mar 15, 2019 | Decision MakingImitation Learning | CodeCode Available | 1 |
| A Survey on Session-based Recommender Systems | Feb 13, 2019 | Collaborative FilteringDecision Making | CodeCode Available | 1 |
| Certified Reinforcement Learning with Logic Guidance | Feb 2, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Soft Actor-Critic Algorithms and Applications | Dec 13, 2018 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| An Introduction to Deep Reinforcement Learning | Nov 30, 2018 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Aequitas: A Bias and Fairness Audit Toolkit | Nov 14, 2018 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Deep Bayesian Inversion | Nov 14, 2018 | Decision MakingImage Reconstruction | CodeCode Available | 1 |
| Deep Reinforcement Learning based Recommendation with Explicit User-Item Interactions Modeling | Oct 29, 2018 | Collaborative FilteringDecision Making | CodeCode Available | 1 |
| MedSTS: A Resource for Clinical Semantic Textual Similarity | Aug 28, 2018 | Decision MakingSemantic Similarity | CodeCode Available | 1 |
| Explainable Neural Computation via Stack Neural Module Networks | Jul 23, 2018 | Decision MakingQuestion Answering | CodeCode Available | 1 |
| AudioMNIST: Exploring Explainable Artificial Intelligence for Audio Analysis on a Simple Benchmark | Jul 9, 2018 | Audio ClassificationDecision Making | CodeCode Available | 1 |
| A Probabilistic U-Net for Segmentation of Ambiguous Images | Jun 13, 2018 | Decision MakingSegmentation | CodeCode Available | 1 |
| Relational inductive biases, deep learning, and graph networks | Jun 4, 2018 | Decision MakingDeep Learning | CodeCode Available | 1 |
| Deep Reinforcement Learning For Sequence to Sequence Models | May 24, 2018 | Abstractive Text SummarizationCaption Generation | CodeCode Available | 1 |
| Reinforcement Learning and Control as Probabilistic Inference: Tutorial and Review | May 2, 2018 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| X-ray-transform Invariant Anatomical Landmark Detection for Pelvic Trauma Surgery | Mar 22, 2018 | Anatomical Landmark DetectionAnatomy | CodeCode Available | 1 |
| Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge | Feb 28, 2018 | Brain Tumor SegmentationData Augmentation | CodeCode Available | 1 |
| Logically-Constrained Reinforcement Learning | Jan 24, 2018 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor | Jan 4, 2018 | Continuous ControlDecision Making | CodeCode Available | 1 |
| Learning Multi-Level Hierarchies with Hindsight | Dec 4, 2017 | Decision MakingHierarchical Reinforcement Learning | CodeCode Available | 1 |
