| 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 |
| Estimating and Evaluating Regression Predictive Uncertainty in Deep Object Detectors | Jan 13, 2021 | Objectobject-detection | 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 |
| Towards Adversarial Robustness of Bayesian Neural Network through Hierarchical Variational Inference | Jan 1, 2021 | Adversarial DefenseAdversarial Robustness | CodeCode Available | 1 | 5 |
| Transductive Decoupled Variational Inference for Few-Shot Classification | Aug 22, 2022 | ClassificationFew-Shot Image Classification | CodeCode Available | 1 | 5 |
| Probabilistic Deep Learning for Electric-Vehicle Energy-Use Prediction | Aug 23, 2021 | Deep LearningPrediction | 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 |
| Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles | Mar 5, 2021 | Probabilistic Deep Learningregression | 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 |
| Learning Monocular Dense Depth from Events | Oct 16, 2020 | Depth EstimationDepth Prediction | CodeCode Available | 1 | 5 |
| Graph-based Thermal-Inertial SLAM with Probabilistic Neural Networks | Apr 15, 2021 | feature selectionProbabilistic Deep Learning | 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 |
| Olympus: a benchmarking framework for noisy optimization and experiment planning | Oct 8, 2020 | BenchmarkingProbabilistic 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 |
| DeepSynth: Automata Synthesis for Automatic Task Segmentation in Deep Reinforcement Learning | Nov 22, 2019 | Deep Reinforcement LearningHierarchical Reinforcement Learning | 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 |
| Variational Imbalanced Regression: Fair Uncertainty Quantification via Probabilistic Smoothing | Jun 11, 2023 | Probabilistic Deep Learningregression | CodeCode Available | 0 | 5 |
| Uncertainty Voting Ensemble for Imbalanced Deep Regression | May 24, 2023 | Probabilistic Deep Learningregression | CodeCode Available | 0 | 5 |
| Microcanonical Langevin Ensembles: Advancing the Sampling of Bayesian Neural Networks | Feb 10, 2025 | NavigateProbabilistic Deep Learning | CodeCode Available | 0 | 5 |
| Integrating Physics of the Problem into Data-Driven Methods to Enhance Elastic Full-Waveform Inversion with Uncertainty Quantification | Jun 4, 2024 | Deep LearningProbabilistic 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 |
| Probabilistic Deep Learning and Transfer Learning for Robust Cryptocurrency Price Prediction | Jun 19, 2024 | Probabilistic Deep LearningStock Price Prediction | CodeCode Available | 0 | 5 |
| A Self-Supervised Approach to Reconstruction in Sparse X-Ray Computed Tomography | Oct 30, 2022 | ObjectProbabilistic Deep Learning | CodeCode Available | 0 | 5 |
| A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness | May 1, 2022 | Data AugmentationDeep Learning | CodeCode Available | 0 | 5 |
| Conditional deep surrogate models for stochastic, high-dimensional, and multi-fidelity systems | Jan 15, 2019 | Probabilistic Deep LearningVariational Inference | CodeCode Available | 0 | 5 |
| Probabilistic Metamodels for an Efficient Characterization of Complex Driving Scenarios | Oct 6, 2021 | Gaussian ProcessesProbabilistic Deep Learning | CodeCode Available | 0 | 5 |
| Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks | Dec 16, 2021 | Bayesian InferenceDecision Making | CodeCode Available | 0 | 5 |
| Kernel Density Matrices for Probabilistic Deep Learning | May 26, 2023 | Deep LearningDensity Estimation | CodeCode Available | 0 | 5 |
| Hybrid Models with Deep and Invertible Features | Feb 7, 2019 | Probabilistic Deep Learning | CodeCode Available | 0 | 5 |
| Stochastic Latent Transformer: Efficient Modelling of Stochastically Forced Zonal Jets | Oct 25, 2023 | Numerical IntegrationProbabilistic Deep Learning | CodeCode Available | 0 | 5 |
| Deep Directional Statistics: Pose Estimation with Uncertainty Quantification | May 9, 2018 | Deep LearningPose Estimation | CodeCode Available | 0 | 5 |
| Benchmarking Probabilistic Deep Learning Methods for License Plate Recognition | Feb 2, 2023 | BenchmarkingDeep Learning | CodeCode Available | 0 | 5 |
| Prostate Tissue Grading with Deep Quantum Measurement Ordinal Regression | Mar 4, 2021 | Binary ClassificationClassification | —Unverified | 0 | 0 |
| Quantification of Uncertainties in Probabilistic Deep Neural Network by Implementing Boosting of Variational Inference | Mar 18, 2025 | Probabilistic Deep LearningUncertainty Quantification | —Unverified | 0 | 0 |
| Residue Density Segmentation for Monitoring and Optimizing Tillage Practices | Feb 9, 2021 | ManagementProbabilistic Deep Learning | —Unverified | 0 | 0 |
| Restricted Boltzmann Machine and Deep Belief Network: Tutorial and Survey | Jul 26, 2021 | Dimensionality ReductionProbabilistic Deep Learning | —Unverified | 0 | 0 |
| Stochastic-Shield: A Probabilistic Approach Towards Training-Free Adversarial Defense in Quantized CNNs | May 13, 2021 | Adversarial DefenseDeep Learning | —Unverified | 0 | 0 |
| U-CAM: Visual Explanation using Uncertainty based Class Activation Maps | Aug 17, 2019 | Deep LearningProbabilistic Deep Learning | —Unverified | 0 | 0 |
| Uncertainty based Class Activation Maps for Visual Question Answering | Jan 23, 2020 | Deep LearningProbabilistic Deep Learning | —Unverified | 0 | 0 |
| Uncertainty Estimation for End-To-End Learned Dense Stereo Matching via Probabilistic Deep Learning | Feb 10, 2020 | Probabilistic Deep LearningStereo Matching | —Unverified | 0 | 0 |
| Uncertainty Quantification in CNN-Based Surface Prediction Using Shape Priors | Jul 30, 2018 | Medical Image AnalysisProbabilistic Deep Learning | —Unverified | 0 | 0 |
| Unfolding AlphaFold's Bayesian Roots in Probability Kinematics | May 26, 2025 | Probabilistic Deep LearningProtein Structure Prediction | —Unverified | 0 | 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 | 0 |
| Workload Forecasting of a Logistic Node Using Bayesian Neural Networks | Nov 9, 2022 | Probabilistic Deep LearningProbabilistic Time Series Forecasting | —Unverified | 0 | 0 |
| Advancing from Predictive Maintenance to Intelligent Maintenance with AI and IIoT | Sep 1, 2020 | BIG-bench Machine LearningDecision Making | —Unverified | 0 | 0 |
| A high-resolution canopy height model of the Earth | Apr 13, 2022 | Decision MakingProbabilistic Deep Learning | —Unverified | 0 | 0 |
| A probabilistic deep learning approach to automate the interpretation of multi-phase diffraction spectra | Mar 30, 2021 | Probabilistic Deep Learning | —Unverified | 0 | 0 |
| A VAE-Bayesian Deep Learning Scheme for Solar Generation Forecasting based on Dimensionality Reduction | Mar 24, 2021 | Computational EfficiencyDimensionality Reduction | —Unverified | 0 | 0 |
