| Continuous Normalizing Flows for Uncertainty-Aware Human Pose Estimation | May 4, 2025 | 3D Human Pose EstimationComputational Efficiency | —Unverified | 0 |
| Amortized Normalizing Flows for Transcranial Ultrasound with Uncertainty Quantification | Mar 6, 2023 | Image ReconstructionUncertainty Quantification | —Unverified | 0 |
| Investigating maximum likelihood based training of infinite mixtures for uncertainty quantification | Aug 7, 2020 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
| Continual learning via probabilistic exchangeable sequence modelling | Mar 26, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Contextual Similarity Distillation: Ensemble Uncertainties with a Single Model | Mar 14, 2025 | Bayesian InferenceEfficient Exploration | —Unverified | 0 |
| A Model-Constrained Tangent Slope Learning Approach for Dynamical Systems | Aug 9, 2022 | Decision MakingUncertainty Quantification | —Unverified | 0 |
| Inverted Gaussian Process Optimization for Nonparametric Koopman Operator Discovery | Apr 1, 2025 | GPROperator learning | —Unverified | 0 |
| Invertible Neural Networks for Uncertainty Quantification in Photoacoustic Imaging | Nov 10, 2020 | Uncertainty Quantification | —Unverified | 0 |
| Investigating and Improving Latent Density Segmentation Models for Aleatoric Uncertainty Quantification in Medical Imaging | Jul 31, 2023 | Image SegmentationInformativeness | —Unverified | 0 |
| Investigation of Uncertainty of Deep Learning-based Object Classification on Radar Spectra | Jun 1, 2021 | Autonomous VehiclesDecision Making | —Unverified | 0 |
| Joint Parameter and Parameterization Inference with Uncertainty Quantification through Differentiable Programming | Mar 4, 2024 | Bayesian InferenceUncertainty Quantification | —Unverified | 0 |
| Constraining the Dynamics of Deep Probabilistic Models | Feb 15, 2018 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
| Constraining cosmological parameters from N-body simulations with Variational Bayesian Neural Networks | Jan 9, 2023 | Uncertainty Quantification | —Unverified | 0 |
| A Model-Constrained Discontinuous Galerkin Network (DGNet) for Compressible Euler Equations with Out-of-Distribution Generalization | Sep 27, 2024 | Out-of-Distribution GeneralizationUncertainty Quantification | —Unverified | 0 |
| BayesAdapter: Being Bayesian, Inexpensively and Robustly, via Bayesian Fine-tuning | Sep 28, 2020 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
| CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition | May 20, 2025 | Conformal PredictionImage Segmentation | —Unverified | 0 |
| Adaptive Conformal Inference by Particle Filtering under Hidden Markov Models | Nov 3, 2024 | Uncertainty Quantification | —Unverified | 0 |
| 4DVarNet-SSH: end-to-end learning of variational interpolation schemes for nadir and wide-swath satellite altimetry | Nov 10, 2022 | Uncertainty Quantification | —Unverified | 0 |
| Batch simulations and uncertainty quantification in Gaussian process surrogate-based approximate Bayesian computation | Oct 16, 2019 | Uncertainty Quantification | —Unverified | 0 |
| IntraSeismic: a coordinate-based learning approach to seismic inversion | Dec 17, 2023 | Data CompressionSeismic Imaging | —Unverified | 0 |
| CONSeg: Voxelwise Glioma Conformal Segmentation | Feb 28, 2025 | Conformal PredictionSegmentation | —Unverified | 0 |
| Batch simulations and uncertainty quantification in Gaussian process surrogate approximate Bayesian computation | Oct 14, 2019 | Bayesian OptimisationComputational Efficiency | —Unverified | 0 |
| Intrinsic Gaussian Process on Unknown Manifolds with Probabilistic Metrics | Jan 16, 2023 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Conformal uncertainty quantification to evaluate predictive fairness of foundation AI model for skin lesion classes across patient demographics | Mar 31, 2025 | DiagnosticFairness | —Unverified | 0 |
| Conformal Uncertainty Quantification of Electricity Price Predictions for Risk-Averse Storage Arbitrage | Dec 10, 2024 | Uncertainty Quantification | —Unverified | 0 |