| A User's Guide to Calibrating Robotics Simulators | Nov 17, 2020 | Decision Makingparameter estimation | CodeCode Available | 1 |
| MAGIC: Learning Macro-Actions for Online POMDP Planning | Nov 7, 2020 | Computational EfficiencyDecision Making | CodeCode Available | 1 |
| Learning and Evaluating Representations for Deep One-class Classification | Nov 4, 2020 | Anomaly DetectionClassification | CodeCode Available | 1 |
| Adaptive Stress Testing of Trajectory Predictions in Flight Management Systems | Nov 4, 2020 | Decision MakingManagement | CodeCode Available | 1 |
| Deep Attentive Learning for Stock Movement Prediction From Social Media Text and Company Correlations | Nov 1, 2020 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Multi-agent Trajectory Prediction with Fuzzy Query Attention | Oct 29, 2020 | Decision MakingPrediction | CodeCode Available | 1 |
| Interior Point Solving for LP-based prediction+optimisation | Oct 26, 2020 | Decision MakingPrediction | CodeCode Available | 1 |
| Measuring Association Between Labels and Free-Text Rationales | Oct 24, 2020 | Decision MakingFeature Importance | CodeCode Available | 1 |
| Predicting human decision making in psychological tasks with recurrent neural networks | Oct 22, 2020 | Decision MakingTime Series | CodeCode Available | 1 |
| Algorithmic Stability and Generalization of an Unsupervised Feature Selection Algorithm | Oct 19, 2020 | Decision MakingDimensionality Reduction | CodeCode Available | 1 |
| MEME: Generating RNN Model Explanations via Model Extraction | Oct 15, 2020 | Decision Makingmodel | CodeCode Available | 1 |
| Neural circuit policies enabling auditable autonomy | Oct 13, 2020 | Autonomous VehiclesDecision Making | CodeCode Available | 1 |
| Online Anomaly Detection in Surveillance Videos with Asymptotic Bounds on False Alarm Rate | Oct 10, 2020 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 1 |
| Trajectory Inspection: A Method for Iterative Clinician-Driven Design of Reinforcement Learning Studies | Oct 8, 2020 | Decision MakingManagement | CodeCode Available | 1 |
| Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines | Oct 8, 2020 | Common Sense ReasoningCommonsense Reasoning for RL | CodeCode Available | 1 |
| Discern: Discourse-Aware Entailment Reasoning Network for Conversational Machine Reading | Oct 5, 2020 | Decision MakingDiscourse Segmentation | CodeCode Available | 1 |
| Multi-task Causal Learning with Gaussian Processes | Sep 27, 2020 | Active LearningBayesian Optimization | CodeCode Available | 1 |
| Bidirectional Representation Learning from Transformers using Multimodal Electronic Health Record Data to Predict Depression | Sep 26, 2020 | Decision MakingDisease Prediction | CodeCode Available | 1 |
| Ergodicity-breaking reveals time optimal decision making in humans | Sep 25, 2020 | Decision Making | CodeCode Available | 1 |
| CertRL: Formalizing Convergence Proofs for Value and Policy Iteration in Coq | Sep 23, 2020 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| RL STaR Platform: Reinforcement Learning for Simulation based Training of Robots | Sep 21, 2020 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| Interpretable Recommender System With Heterogeneous Information: A Geometric Deep Learning Perspective | Sep 20, 2020 | Decision MakingDeep Learning | CodeCode Available | 1 |
| SCOUTER: Slot Attention-based Classifier for Explainable Image Recognition | Sep 14, 2020 | Decision MakingExplainable artificial intelligence | CodeCode Available | 1 |
| COVIDNet-CT: A Tailored Deep Convolutional Neural Network Design for Detection of COVID-19 Cases from Chest CT Images | Sep 8, 2020 | Decision Making | CodeCode Available | 1 |
| Learning Models of Individual Behavior in Chess | Aug 23, 2020 | Decision Making | CodeCode Available | 1 |
| Occupancy Anticipation for Efficient Exploration and Navigation | Aug 21, 2020 | Decision MakingEfficient Exploration | CodeCode Available | 1 |
| Spatio-Temporal EEG Representation Learning on Riemannian Manifold and Euclidean Space | Aug 19, 2020 | Binary ClassificationDecision Making | CodeCode Available | 1 |
| Learning Game-Theoretic Models of Multiagent Trajectories Using Implicit Layers | Aug 17, 2020 | Decision MakingInterpretable Machine Learning | CodeCode Available | 1 |
| Modelling uncertainty in coupled electricity and gas systems -- is it worth the effort? | Aug 17, 2020 | Decision Making | CodeCode Available | 1 |
| Stochastic Optimization Forests | Aug 17, 2020 | Decision MakingStochastic Optimization | CodeCode Available | 1 |
| MIDAS: Multi-agent Interaction-aware Decision-making with Adaptive Strategies for Urban Autonomous Navigation | Aug 17, 2020 | Autonomous NavigationDecision Making | CodeCode Available | 1 |
| Abstracting Deep Neural Networks into Concept Graphs for Concept Level Interpretability | Aug 14, 2020 | Brain Tumor SegmentationDecision Making | CodeCode Available | 1 |
| We Have So Much In Common: Modeling Semantic Relational Set Abstractions in Videos | Aug 12, 2020 | Decision MakingOdd One Out | CodeCode Available | 1 |
| Learning to Reason in Round-based Games: Multi-task Sequence Generation for Purchasing Decision Making in First-person Shooters | Aug 12, 2020 | AttributeDecision Making | CodeCode Available | 1 |
| Contrastive Variational Reinforcement Learning for Complex Observations | Aug 6, 2020 | Atari GamesContinuous Control | CodeCode Available | 1 |
| Fatigue Assessment using ECG and Actigraphy Sensors | Aug 6, 2020 | Decision MakingDeep Learning | CodeCode Available | 1 |
| An artificial intelligence system for predicting the deterioration of COVID-19 patients in the emergency department | Aug 4, 2020 | COVID-19 DiagnosisDecision Making | CodeCode Available | 1 |
| Accuracy and Fairness Trade-offs in Machine Learning: A Stochastic Multi-Objective Approach | Aug 3, 2020 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| QPLEX: Duplex Dueling Multi-Agent Q-Learning | Aug 3, 2020 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Diverse and Admissible Trajectory Prediction through Multimodal Context Understanding | Aug 1, 2020 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Random Forests for dependent data | Jul 30, 2020 | Decision MakingGaussian Processes | CodeCode Available | 1 |
| Autonomous Exploration Under Uncertainty via Deep Reinforcement Learning on Graphs | Jul 24, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Clinician-in-the-Loop Decision Making: Reinforcement Learning with Near-Optimal Set-Valued Policies | Jul 24, 2020 | Decision MakingReinforcement Learning (RL) | CodeCode Available | 1 |
| Self-supervised Feature Learning via Exploiting Multi-modal Data for Retinal Disease Diagnosis | Jul 21, 2020 | Decision Making | CodeCode Available | 1 |
| An Empirical Characterization of Fair Machine Learning For Clinical Risk Prediction | Jul 20, 2020 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Fairwashing Explanations with Off-Manifold Detergent | Jul 20, 2020 | Decision Making | CodeCode Available | 1 |
| Learning High-Level Policies for Model Predictive Control | Jul 20, 2020 | Decision Makingmodel | CodeCode Available | 1 |
| Bayesian Optimization of Risk Measures | Jul 10, 2020 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| Bidirectional Model-based Policy Optimization | Jul 4, 2020 | Decision Makingmodel | CodeCode Available | 1 |
| Explicit Memory Tracker with Coarse-to-Fine Reasoning for Conversational Machine Reading | Jul 1, 2020 | Decision MakingReading Comprehension | CodeCode Available | 1 |
