| Short-Term Density Forecasting of Low-Voltage Load using Bernstein-Polynomial Normalizing Flows | Apr 29, 2022 | Decision MakingLoad Forecasting | CodeCode Available | 2 |
| A high-resolution canopy height model of the Earth | Apr 13, 2022 | Decision MakingProbabilistic Deep Learning | —Unverified | 0 |
| 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 |
| Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks | Dec 16, 2021 | Bayesian InferenceDecision Making | CodeCode Available | 0 |
| Probabilistic Deep Learning to Quantify Uncertainty in Air Quality Forecasting | Dec 5, 2021 | Deep LearningProbabilistic Deep Learning | CodeCode Available | 1 |
| Probabilistic Deep Learning with Generalised Variational Inference | Nov 22, 2021 | Bayesian InferenceDeep Learning | —Unverified | 0 |
| Probabilistic Deep Learning for Real-Time Large Deformation Simulations | Nov 2, 2021 | Deep LearningProbabilistic Deep Learning | —Unverified | 0 |
| Causal Discovery from Conditionally Stationary Time Series | Oct 12, 2021 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| Probabilistic Metamodels for an Efficient Characterization of Complex Driving Scenarios | Oct 6, 2021 | Gaussian ProcessesProbabilistic Deep Learning | CodeCode Available | 0 |
| Probabilistic Deep Learning for Electric-Vehicle Energy-Use Prediction | Aug 23, 2021 | Deep LearningPrediction | CodeCode Available | 1 |
| Restricted Boltzmann Machine and Deep Belief Network: Tutorial and Survey | Jul 26, 2021 | Dimensionality ReductionProbabilistic Deep Learning | —Unverified | 0 |
| Hybrid Bayesian Neural Networks with Functional Probabilistic Layers | Jul 14, 2021 | Bayesian InferenceGaussian Processes | —Unverified | 0 |
| Probabilistic partition of unity networks: clustering based deep approximation | Jul 7, 2021 | ClusteringProbabilistic Deep Learning | —Unverified | 0 |
| Bayesian Neural Networks: Essentials | Jun 22, 2021 | Bayesian InferenceProbabilistic Deep Learning | —Unverified | 0 |
| Probabilistic Deep Learning with Probabilistic Neural Networks and Deep Probabilistic Models | May 31, 2021 | Deep LearningGaussian Processes | —Unverified | 0 |
| Stochastic-Shield: A Probabilistic Approach Towards Training-Free Adversarial Defense in Quantized CNNs | May 13, 2021 | Adversarial DefenseDeep Learning | —Unverified | 0 |
| Graph-based Thermal-Inertial SLAM with Probabilistic Neural Networks | Apr 15, 2021 | feature selectionProbabilistic Deep Learning | CodeCode Available | 1 |
| A probabilistic deep learning approach to automate the interpretation of multi-phase diffraction spectra | Mar 30, 2021 | Probabilistic Deep Learning | —Unverified | 0 |
| A VAE-Bayesian Deep Learning Scheme for Solar Generation Forecasting based on Dimensionality Reduction | Mar 24, 2021 | Computational EfficiencyDimensionality Reduction | —Unverified | 0 |
| Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles | Mar 5, 2021 | Probabilistic Deep Learningregression | CodeCode Available | 1 |
| Prostate Tissue Grading with Deep Quantum Measurement Ordinal Regression | Mar 4, 2021 | Binary ClassificationClassification | —Unverified | 0 |
| Deep Bag-of-Sub-Emotions for Depression Detection in Social Media | Mar 1, 2021 | Deep LearningDepression Detection | —Unverified | 0 |
| Residue Density Segmentation for Monitoring and Optimizing Tillage Practices | Feb 9, 2021 | ManagementProbabilistic Deep Learning | —Unverified | 0 |
| Estimating and Evaluating Regression Predictive Uncertainty in Deep Object Detectors | Jan 13, 2021 | Objectobject-detection | CodeCode Available | 1 |
| Towards Adversarial Robustness of Bayesian Neural Network through Hierarchical Variational Inference | Jan 1, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 |
