| Uncertainty Quantification for Forward and Inverse Problems of PDEs via Latent Global Evolution | Feb 13, 2024 | Decision MakingDeep Learning | CodeCode Available | 1 |
| Introspective Planning: Aligning Robots' Uncertainty with Inherent Task Ambiguity | Feb 9, 2024 | Conformal PredictionHallucination | CodeCode Available | 1 |
| Classification under Nuisance Parameters and Generalized Label Shift in Likelihood-Free Inference | Feb 8, 2024 | Domain AdaptationUncertainty Quantification | CodeCode Available | 1 |
| Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment Effects | Feb 7, 2024 | Decision MakingMarketing | CodeCode Available | 1 |
| Multivariate Probabilistic Time Series Forecasting with Correlated Errors | Feb 1, 2024 | Computational EfficiencyProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees | Jan 15, 2024 | Conformal PredictionGaussian Processes | CodeCode Available | 1 |
| Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction | Jan 12, 2024 | Computational EfficiencyConformal Prediction | CodeCode Available | 1 |
| Uncertainty Quantification on Clinical Trial Outcome Prediction | Jan 7, 2024 | Decision MakingDrug Discovery | CodeCode Available | 1 |
| Partially factorized variational inference for high-dimensional mixed models | Dec 20, 2023 | Uncertainty QuantificationVariational Inference | CodeCode Available | 1 |
| Symplectic Autoencoders for Model Reduction of Hamiltonian Systems | Dec 15, 2023 | Dimensionality Reductionmodel | CodeCode Available | 1 |
| Uncertainty Quantification and Propagation in Surrogate-based Bayesian Inference | Dec 8, 2023 | Bayesian InferenceUncertainty Quantification | CodeCode Available | 1 |
| Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models | Dec 8, 2023 | DenoisingUncertainty Quantification | CodeCode Available | 1 |
| Neural parameter calibration and uncertainty quantification for epidemic forecasting | Dec 5, 2023 | Uncertainty Quantification | CodeCode Available | 1 |
| Data-Driven Autoencoder Numerical Solver with Uncertainty Quantification for Fast Physical Simulations | Dec 2, 2023 | Active LearningGaussian Processes | CodeCode Available | 1 |
| Scalable Bayesian uncertainty quantification with data-driven priors for radio interferometric imaging | Nov 30, 2023 | Uncertainty Quantification | CodeCode Available | 1 |
| Evidential Uncertainty Quantification: A Variance-Based Perspective | Nov 19, 2023 | Active LearningClassification | CodeCode Available | 1 |
| Decomposing Uncertainty for Large Language Models through Input Clarification Ensembling | Nov 15, 2023 | Uncertainty Quantification | CodeCode Available | 1 |
| Thin and Deep Gaussian Processes | Oct 17, 2023 | Gaussian ProcessesUncertainty Quantification | CodeCode Available | 1 |
| On the Properties and Estimation of Pointwise Mutual Information Profiles | Oct 16, 2023 | Mutual Information EstimationUncertainty Quantification | CodeCode Available | 1 |
| Provable Probabilistic Imaging using Score-Based Generative Priors | Oct 16, 2023 | DenoisingImage Reconstruction | CodeCode Available | 1 |
| Learning to Predict Structural Vibrations | Oct 9, 2023 | Operator learningPDE Surrogate Modeling | CodeCode Available | 1 |
| Neural Bayes Estimators for Irregular Spatial Data using Graph Neural Networks | Oct 4, 2023 | Uncertainty Quantification | CodeCode Available | 1 |
| Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval | Sep 29, 2023 | Cross-Modal RetrievalImage-text matching | CodeCode Available | 1 |
| On the Posterior Distribution in Denoising: Application to Uncertainty Quantification | Sep 24, 2023 | DenoisingImage Denoising | CodeCode Available | 1 |
| Evidential Deep Learning: Enhancing Predictive Uncertainty Estimation for Earth System Science Applications | Sep 22, 2023 | Computational EfficiencyDeep Learning | CodeCode Available | 1 |
| A Hierarchical Spatial Transformer for Massive Point Samples in Continuous Space | Sep 21, 2023 | GPURepresentation Learning | CodeCode Available | 1 |
| Explaining Predictive Uncertainty with Information Theoretic Shapley Values | Sep 21, 2023 | Active LearningDecision Making Under Uncertainty | CodeCode Available | 1 |
| Deep evidential fusion with uncertainty quantification and contextual discounting for multimodal medical image segmentation | Sep 12, 2023 | Image SegmentationMedical Image Segmentation | CodeCode Available | 1 |
| Uncertainty-Aware Probabilistic Graph Neural Networks for Road-Level Traffic Accident Prediction | Sep 10, 2023 | Graph Neural NetworkPrediction | CodeCode Available | 1 |
| Bayesian KalmanNet: Quantifying Uncertainty in Deep Learning Augmented Kalman Filter | Sep 6, 2023 | Deep LearningState Estimation | CodeCode Available | 1 |
| Bayes' Rays: Uncertainty Quantification for Neural Radiance Fields | Sep 6, 2023 | Depth EstimationNeRF | CodeCode Available | 1 |
| Calibrated Explanations for Regression | Aug 30, 2023 | counterfactualExplainable artificial intelligence | CodeCode Available | 1 |
| BayOTIDE: Bayesian Online Multivariate Time series Imputation with functional decomposition | Aug 28, 2023 | Computational EfficiencyGaussian Processes | CodeCode Available | 1 |
| Robust Uncertainty Quantification Using Conformalised Monte Carlo Prediction | Aug 18, 2023 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Uncertainty Quantification for Image-based Traffic Prediction across Cities | Aug 11, 2023 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic Segmentation | Aug 5, 2023 | image-classificationImage Classification | CodeCode Available | 1 |
| Conformal PID Control for Time Series Prediction | Jul 31, 2023 | Conformal PredictionPrediction | CodeCode Available | 1 |
| Prediction of wind turbines power with physics-informed neural networks and evidential uncertainty quantification | Jul 27, 2023 | Fault DetectionUncertainty Quantification | CodeCode Available | 1 |
| Uncertainty Quantification for Molecular Property Predictions with Graph Neural Architecture Search | Jul 19, 2023 | Decision MakingDrug Discovery | CodeCode Available | 1 |
| Selective Generation for Controllable Language Models | Jul 18, 2023 | Conformal PredictionHallucination | CodeCode Available | 1 |
| Predicting small molecules solubilities on endpoint devices using deep ensemble neural networks | Jul 11, 2023 | Computational EfficiencyMolecular Property Prediction | CodeCode Available | 1 |
| Towards Building Self-Aware Object Detectors via Reliable Uncertainty Quantification and Calibration | Jul 3, 2023 | Autonomous DrivingObject | CodeCode Available | 1 |
| Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models | Jul 3, 2023 | FormInstruction Following | CodeCode Available | 1 |
| Model-Bellman Inconsistency for Model-based Offline Reinforcement Learning | Jul 1, 2023 | D4RLmodel | CodeCode Available | 1 |
| Uncertainty Quantification via Spatial-Temporal Tweedie Model for Zero-inflated and Long-tail Travel Demand Prediction | Jun 16, 2023 | Deep LearningGraph Neural Network | CodeCode Available | 1 |
| Conformal Prediction with Missing Values | Jun 5, 2023 | Conformal PredictionData Augmentation | CodeCode Available | 1 |
| Linked Deep Gaussian Process Emulation for Model Networks | Jun 2, 2023 | modelUncertainty Quantification | CodeCode Available | 1 |
| DiffLoad: Uncertainty Quantification in Electrical Load Forecasting with the Diffusion Model | May 31, 2023 | Decision Makingenergy management | CodeCode Available | 1 |
| Generating with Confidence: Uncertainty Quantification for Black-box Large Language Models | May 30, 2023 | ManagementQuestion Answering | CodeCode Available | 1 |
| Conformal Prediction with Large Language Models for Multi-Choice Question Answering | May 28, 2023 | Conformal PredictionMultiple-choice | CodeCode Available | 1 |