| 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-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models | Dec 8, 2023 | DenoisingUncertainty Quantification | CodeCode Available | 1 |
| Uncertainty Quantification and Propagation in Surrogate-based Bayesian Inference | Dec 8, 2023 | Bayesian InferenceUncertainty 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 |
