| Reinforcement Learning based Condition-oriented Maintenance Scheduling for Flow Line Systems | Aug 27, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Model-based Decision Making with Imagination for Autonomous Parking | Aug 25, 2021 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| ProoFVer: Natural Logic Theorem Proving for Fact Verification | Aug 25, 2021 | Automated Theorem Provingcounterfactual | CodeCode Available | 1 |
| Counterfactual Explainable Recommendation | Aug 24, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Multi-Center Federated Learning: Clients Clustering for Better Personalization | Aug 19, 2021 | ClusteringDecision Making | CodeCode Available | 1 |
| Safe Learning in Robotics: From Learning-Based Control to Safe Reinforcement Learning | Aug 13, 2021 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| EDITS: Modeling and Mitigating Data Bias for Graph Neural Networks | Aug 11, 2021 | Decision MakingFraud Detection | CodeCode Available | 1 |
| Information Bottleneck Approach to Spatial Attention Learning | Aug 7, 2021 | Decision Makingdomain classification | CodeCode Available | 1 |
| Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows | Aug 4, 2021 | Decision MakingImage Segmentation | CodeCode Available | 1 |
| VBridge: Connecting the Dots Between Features and Data to Explain Healthcare Models | Aug 4, 2021 | Decision Making | CodeCode Available | 1 |
| Toward Improving Confidence in Autonomous Vehicle Software: A Study on Traffic Sign Recognition Systems | Aug 3, 2021 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| Scalable Multi-agent Reinforcement Learning Algorithm for Wireless Networks | Aug 1, 2021 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| HiFT: Hierarchical Feature Transformer for Aerial Tracking | Jul 31, 2021 | Decision Making | CodeCode Available | 1 |
| Predictive and Prescriptive Performance of Bike-Sharing Demand Forecasts for Inventory Management | Jul 28, 2021 | Decision MakingManagement | CodeCode Available | 1 |
| Deep Learning-based Frozen Section to FFPE Translation | Jul 25, 2021 | Decision MakingDeep Learning | CodeCode Available | 1 |
| Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings | Jul 23, 2021 | Computational EfficiencyDecision Making | CodeCode Available | 1 |
| DRIVE: Deep Reinforced Accident Anticipation with Visual Explanation | Jul 21, 2021 | Accident AnticipationDecision Making | CodeCode Available | 1 |
| Top-label calibration and multiclass-to-binary reductions | Jul 18, 2021 | Decision Making | CodeCode Available | 1 |
| Fairness in Ranking under Uncertainty | Jul 14, 2021 | Decision MakingFairness | CodeCode Available | 1 |
| Detect and Locate: Exposing Face Manipulation by Semantic- and Noise-level Telltales | Jul 13, 2021 | Decision Making | CodeCode Available | 1 |
| Score refinement for confidence-based 3D multi-object tracking | Jul 9, 2021 | 3D Multi-Object TrackingAutonomous Navigation | CodeCode Available | 1 |
| Counterfactual Explanations in Sequential Decision Making Under Uncertainty | Jul 6, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 1 |
| IGrow: A Smart Agriculture Solution to Autonomous Greenhouse Control | Jul 6, 2021 | Cloud ComputingDecision Making | CodeCode Available | 1 |
| A Model-Driven Approach to Machine Learning and Software Modeling for the IoT | Jul 6, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| ARM-Net: Adaptive Relation Modeling Network for Structured Data | Jul 5, 2021 | AttributeDecision Making | CodeCode Available | 1 |
| Mava: a research library for distributed multi-agent reinforcement learning in JAX | Jul 3, 2021 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| TENT: Tensorized Encoder Transformer for Temperature Forecasting | Jun 28, 2021 | Decision MakingWeather Forecasting | CodeCode Available | 1 |
| Towards Understanding and Mitigating Social Biases in Language Models | Jun 24, 2021 | Decision MakingFairness | CodeCode Available | 1 |
| IQ-Learn: Inverse soft-Q Learning for Imitation | Jun 23, 2021 | Atari GamesContinuous Control | CodeCode Available | 1 |
| NoiseGrad: Enhancing Explanations by Introducing Stochasticity to Model Weights | Jun 18, 2021 | Decision Making | CodeCode Available | 1 |
| Robust Model-based Face Reconstruction through Weakly-Supervised Outlier Segmentation | Jun 17, 2021 | 3D Face ReconstructionDecision Making | CodeCode Available | 1 |
| Controlling Neural Networks with Rule Representations | Jun 14, 2021 | Decision Making | CodeCode Available | 1 |
| Variational Causal Networks: Approximate Bayesian Inference over Causal Structures | Jun 14, 2021 | Bayesian InferenceCausal Inference | CodeCode Available | 1 |
| Dynamic Sparse Training for Deep Reinforcement Learning | Jun 8, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| The Medkit-Learn(ing) Environment: Medical Decision Modelling through Simulation | Jun 8, 2021 | BenchmarkingDecision Making | CodeCode Available | 1 |
| Generalized Linear Bandits with Local Differential Privacy | Jun 7, 2021 | Decision MakingMulti-Armed Bandits | CodeCode Available | 1 |
| ScheduleNet: Learn to solve multi-agent scheduling problems with reinforcement learning | Jun 6, 2021 | Decision MakingGraph Attention | CodeCode Available | 1 |
| PyTouch: A Machine Learning Library for Touch Processing | May 26, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Quantifying Uncertainty in Deep Spatiotemporal Forecasting | May 25, 2021 | Decision Makingquantile regression | CodeCode Available | 1 |
| Ensemble Quantile Networks: Uncertainty-Aware Reinforcement Learning with Applications in Autonomous Driving | May 21, 2021 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Personalized Counterfactual Fairness in Recommendation | May 20, 2021 | counterfactualDecision Making | CodeCode Available | 1 |
| Graph Neural Networks for Decentralized Multi-Robot Submodular Action Selection | May 18, 2021 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Quantifying sources of uncertainty in drug discovery predictions with probabilistic models | May 18, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| LFI-CAM: Learning Feature Importance for Better Visual Explanation | May 3, 2021 | ClassificationDecision Making | CodeCode Available | 1 |
| Deep learning with self-supervision and uncertainty regularization to count fish in underwater images | Apr 30, 2021 | Crowd CountingDecision Making | CodeCode Available | 1 |
| Graph Neural Network Reinforcement Learning for Autonomous Mobility-on-Demand Systems | Apr 23, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Independent Reinforcement Learning for Weakly Cooperative Multiagent Traffic Control Problem | Apr 22, 2021 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion | Apr 17, 2021 | Decision MakingInformation Retrieval | CodeCode Available | 1 |
| Faithfully Explainable Recommendation via Neural Logic Reasoning | Apr 16, 2021 | Decision MakingExplainable Recommendation | CodeCode Available | 1 |
| Generalising Discrete Action Spaces with Conditional Action Trees | Apr 15, 2021 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
