| Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows | Feb 14, 2020 | Decision MakingMultivariate Time Series Forecasting | CodeCode Available | 2 | 5 |
| Short-Term Density Forecasting of Low-Voltage Load using Bernstein-Polynomial Normalizing Flows | Apr 29, 2022 | Decision MakingLoad Forecasting | CodeCode Available | 2 | 5 |
| Graph-based Thermal-Inertial SLAM with Probabilistic Neural Networks | Apr 15, 2021 | feature selectionProbabilistic Deep Learning | CodeCode Available | 1 | 5 |
| A Quantum-Inspired Probabilistic Model for the Inverse Design of Meta-Structures | Nov 11, 2020 | PositionProbabilistic Deep Learning | CodeCode Available | 1 | 5 |
| Learning Monocular Dense Depth from Events | Oct 16, 2020 | Depth EstimationDepth Prediction | CodeCode Available | 1 | 5 |
| Estimating and Evaluating Regression Predictive Uncertainty in Deep Object Detectors | Jan 13, 2021 | Objectobject-detection | CodeCode Available | 1 | 5 |
| Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles | Mar 5, 2021 | Probabilistic Deep Learningregression | CodeCode Available | 1 | 5 |
| A Novel Deep Learning Model for Hotel Demand and Revenue Prediction amid COVID-19 | Mar 8, 2022 | Correlated Time Series ForecastingCOVID-19 Modelling | CodeCode Available | 1 | 5 |
| Towards Adversarial Robustness of Bayesian Neural Network through Hierarchical Variational Inference | Jan 1, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Olympus: a benchmarking framework for noisy optimization and experiment planning | Oct 8, 2020 | BenchmarkingProbabilistic Deep Learning | CodeCode Available | 1 | 5 |
| Probabilistic Deep Learning for Electric-Vehicle Energy-Use Prediction | Aug 23, 2021 | Deep LearningPrediction | CodeCode Available | 1 | 5 |
| BreastScreening: On the Use of Multi-Modality in Medical Imaging Diagnosis | Apr 7, 2020 | 3D Medical Imaging SegmentationAutomatic Machine Learning Model Selection | CodeCode Available | 1 | 5 |
| Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting | Dec 5, 2021 | Deep LearningProbabilistic Deep Learning | CodeCode Available | 1 | 5 |
| FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation | May 31, 2022 | Deep LearningMulti-Task Learning | CodeCode Available | 1 | 5 |
| Transductive Decoupled Variational Inference for Few-Shot Classification | Aug 22, 2022 | ClassificationFew-Shot Image Classification | CodeCode Available | 1 | 5 |
| A Self-Supervised Approach to Reconstruction in Sparse X-Ray Computed Tomography | Oct 30, 2022 | ObjectProbabilistic Deep Learning | CodeCode Available | 0 | 5 |
| Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift | Jun 6, 2019 | Probabilistic Deep Learning | CodeCode Available | 0 | 5 |
| Overcoming Limitations of Mixture Density Networks: A Sampling and Fitting Framework for Multimodal Future Prediction | Jun 9, 2019 | Future predictionPrediction | CodeCode Available | 0 | 5 |
| DeepTract: A Probabilistic Deep Learning Framework for White Matter Fiber Tractography | Dec 12, 2018 | Probabilistic Deep LearningWhite Matter Fiber Tractography | CodeCode Available | 0 | 5 |
| Benchmarking Probabilistic Deep Learning Methods for License Plate Recognition | Feb 2, 2023 | BenchmarkingDeep Learning | CodeCode Available | 0 | 5 |
| Probabilistic Deep Learning and Transfer Learning for Robust Cryptocurrency Price Prediction | Jun 19, 2024 | Probabilistic Deep LearningStock Price Prediction | CodeCode Available | 0 | 5 |
| DeepSynth: Automata Synthesis for Automatic Task Segmentation in Deep Reinforcement Learning | Nov 22, 2019 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 | 5 |
| Microcanonical Langevin Ensembles: Advancing the Sampling of Bayesian Neural Networks | Feb 10, 2025 | NavigateProbabilistic Deep Learning | CodeCode Available | 0 | 5 |
| Deep Directional Statistics: Pose Estimation with Uncertainty Quantification | May 9, 2018 | Deep LearningPose Estimation | CodeCode Available | 0 | 5 |
| Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks | Dec 16, 2021 | Bayesian InferenceDecision Making | CodeCode Available | 0 | 5 |
