| Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows | Feb 14, 2020 | Decision MakingMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Short-Term Density Forecasting of Low-Voltage Load using Bernstein-Polynomial Normalizing Flows | Apr 29, 2022 | Decision MakingLoad Forecasting | CodeCode Available | 2 |
| FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation | May 31, 2022 | Deep LearningMulti-Task Learning | CodeCode Available | 1 |
| A Quantum-Inspired Probabilistic Model for the Inverse Design of Meta-Structures | Nov 11, 2020 | PositionProbabilistic Deep Learning | CodeCode Available | 1 |
| Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting | Dec 5, 2021 | Deep LearningProbabilistic Deep Learning | CodeCode Available | 1 |
| Learning Monocular Dense Depth from Events | Oct 16, 2020 | Depth EstimationDepth Prediction | CodeCode Available | 1 |
| Olympus: a benchmarking framework for noisy optimization and experiment planning | Oct 8, 2020 | BenchmarkingProbabilistic Deep Learning | CodeCode Available | 1 |
| Graph-based Thermal-Inertial SLAM with Probabilistic Neural Networks | Apr 15, 2021 | feature selectionProbabilistic Deep Learning | CodeCode Available | 1 |
| Estimating and Evaluating Regression Predictive Uncertainty in Deep Object Detectors | Jan 13, 2021 | Objectobject-detection | CodeCode Available | 1 |
| Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles | Mar 5, 2021 | Probabilistic Deep Learningregression | CodeCode Available | 1 |
| Towards Adversarial Robustness of Bayesian Neural Network through Hierarchical Variational Inference | Jan 1, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
| 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 |
| Probabilistic Deep Learning for Electric-Vehicle Energy-Use Prediction | Aug 23, 2021 | Deep LearningPrediction | CodeCode Available | 1 |
| Transductive Decoupled Variational Inference for Few-Shot Classification | Aug 22, 2022 | ClassificationFew-Shot Image Classification | CodeCode Available | 1 |
| 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 |
| Causal Discovery from Conditionally Stationary Time Series | Oct 12, 2021 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| A high-resolution canopy height model of the Earth | Apr 13, 2022 | Decision MakingProbabilistic Deep Learning | —Unverified | 0 |
| Forecasting VIX using Bayesian Deep Learning | Jan 30, 2024 | Deep LearningProbabilistic Deep Learning | —Unverified | 0 |
| Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks: An Extended Investigation | Jun 5, 2024 | Bayesian InferenceDecision Making | —Unverified | 0 |
| A 3D Probabilistic Deep Learning System for Detection and Diagnosis of Lung Cancer Using Low-Dose CT Scans | Feb 8, 2019 | Decision MakingDiagnostic | —Unverified | 0 |
| Forecasting Residential Heating and Electricity Demand with Scalable, High-Resolution, Open-Source Models | May 28, 2025 | Probabilistic Deep Learning | —Unverified | 0 |
| Bayesian Neural Networks: Essentials | Jun 22, 2021 | Bayesian InferenceProbabilistic Deep Learning | —Unverified | 0 |
| Deep Gaussian Mixture Ensembles | Jun 12, 2023 | Deep LearningProbabilistic Deep Learning | —Unverified | 0 |
| Fast and Reliable Probabilistic Reflectometry Inversion with Prior-Amortized Neural Posterior Estimation | Jul 26, 2024 | Probabilistic Deep Learning | —Unverified | 0 |
| A probabilistic deep learning approach to automate the interpretation of multi-phase diffraction spectra | Mar 30, 2021 | Probabilistic Deep Learning | —Unverified | 0 |
