| A Priori Uncertainty Quantification of Reacting Turbulence Closure Models using Bayesian Neural Networks | Feb 28, 2024 | Uncertainty Quantification | CodeCode Available | 0 | 5 |
| Enhancing Diversity in Bayesian Deep Learning via Hyperspherical Energy Minimization of CKA | Oct 31, 2024 | Deep LearningDiversity | CodeCode Available | 0 | 5 |
| Conformal online model aggregation | Mar 22, 2024 | Conformal Predictionmodel | CodeCode Available | 0 | 5 |
| Conformal Off-policy Prediction | Jun 14, 2022 | Conformal PredictionOff-policy evaluation | CodeCode Available | 0 | 5 |
| Automated Detection of Label Errors in Semantic Segmentation Datasets via Deep Learning and Uncertainty Quantification | Jul 13, 2022 | BenchmarkingLabel Error Detection | CodeCode Available | 0 | 5 |
| Enhancing Low-Precision Sampling via Stochastic Gradient Hamiltonian Monte Carlo | Oct 25, 2023 | QuantizationUncertainty Quantification | CodeCode Available | 0 | 5 |
| Bayesian Evidential Deep Learning with PAC Regularization | Jun 3, 2019 | Deep LearningUncertainty Quantification | CodeCode Available | 0 | 5 |
| A Brief Review of Hypernetworks in Deep Learning | Jun 12, 2023 | Causal InferenceContinual Learning | CodeCode Available | 0 | 5 |
| Building Conformal Prediction Intervals with Approximate Message Passing | Oct 21, 2024 | BenchmarkingConformal Prediction | CodeCode Available | 0 | 5 |
| Evaluating Uncertainty in Deep Gaussian Processes | Apr 24, 2025 | Gaussian ProcessesPoint Processes | CodeCode Available | 0 | 5 |
| E-Values Expand the Scope of Conformal Prediction | Mar 17, 2025 | Conformal PredictionPrediction | CodeCode Available | 0 | 5 |
| Structured Variational Inference in Continuous Cox Process Models | Jun 7, 2019 | Numerical IntegrationUncertainty Quantification | CodeCode Available | 0 | 5 |
| FaIRGP: A Bayesian Energy Balance Model for Surface Temperatures Emulation | Jul 14, 2023 | Uncertainty Quantification | CodeCode Available | 0 | 5 |
| Ensemble Multi-Quantiles: Adaptively Flexible Distribution Prediction for Uncertainty Quantification | Nov 26, 2022 | Additive modelsregression | CodeCode Available | 0 | 5 |
| Flexible Amortized Variational Inference in qBOLD MRI | Mar 11, 2022 | Bayesian InferenceUncertainty Quantification | CodeCode Available | 0 | 5 |
| Ensemble of Pre-Trained Neural Networks for Segmentation and Quality Detection of Transmission Electron Microscopy Images | Sep 5, 2022 | Semantic SegmentationUncertainty Quantification | CodeCode Available | 0 | 5 |
| Horseshoe Regularization for Feature Subset Selection | Feb 23, 2017 | compressed sensingUncertainty Quantification | CodeCode Available | 0 | 5 |
| Surrogate-assisted parallel tempering for Bayesian neural learning | Nov 21, 2018 | Bayesian InferenceDecision Making | CodeCode Available | 0 | 5 |
| MCUa: Multi-level Context and Uncertainty aware Dynamic Deep Ensemble for Breast Cancer Histology Image Classification | Aug 24, 2021 | Breast Cancer Histology Image ClassificationClassification | CodeCode Available | 0 | 5 |
| Robust Conformal Volume Estimation in 3D Medical Images | Jul 29, 2024 | Conformal PredictionDensity Ratio Estimation | CodeCode Available | 0 | 5 |
| Conformalized Teleoperation: Confidently Mapping Human Inputs to High-Dimensional Robot Actions | Jun 11, 2024 | Conformal PredictionUncertainty Quantification | —Unverified | 0 | 0 |
| Conformalized Prediction of Post-Fault Voltage Trajectories Using Pre-trained and Finetuned Attention-Driven Neural Operators | Oct 31, 2024 | Conformal PredictionFederated Learning | —Unverified | 0 | 0 |
| Conformalized Link Prediction on Graph Neural Networks | Jun 26, 2024 | Conformal PredictionLink Prediction | —Unverified | 0 | 0 |
| AutoDEUQ: Automated Deep Ensemble with Uncertainty Quantification | Oct 26, 2021 | Uncertainty Quantification | —Unverified | 0 | 0 |
| A Learning- and Scenario-based MPC Design for Nonlinear Systems in LPV Framework with Safety and Stability Guarantees | Jun 6, 2022 | Bayesian InferenceModel Predictive Control | —Unverified | 0 | 0 |
| Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning | Apr 21, 2025 | Conformal PredictionKolmogorov-Arnold Networks | —Unverified | 0 | 0 |
| Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback | Oct 11, 2024 | Conformal PredictionImitation Learning | —Unverified | 0 | 0 |
| A Unifying Perspective on Non-Stationary Kernels for Deeper Gaussian Processes | Sep 18, 2023 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 | 0 |
| A Kernel Framework to Quantify a Model's Local Predictive Uncertainty under Data Distributional Shifts | Mar 2, 2021 | Uncertainty Quantification | —Unverified | 0 | 0 |
| Conformalized Generative Bayesian Imaging: An Uncertainty Quantification Framework for Computational Imaging | Apr 10, 2025 | Conformal PredictionImage Inpainting | —Unverified | 0 | 0 |
| Conformalized-DeepONet: A Distribution-Free Framework for Uncertainty Quantification in Deep Operator Networks | Feb 23, 2024 | Conformal PredictionPrediction | —Unverified | 0 | 0 |
| A Unified Bayesian Framework for Pricing Catastrophe Bond Derivatives | May 9, 2022 | ClusteringUncertainty Quantification | —Unverified | 0 | 0 |
| Conformal forecasting for surgical instrument trajectory | Mar 6, 2025 | Conformal PredictionPrediction | —Unverified | 0 | 0 |
| AUGUR, A flexible and efficient optimization algorithm for identification of optimal adsorption sites | Sep 24, 2024 | Bayesian OptimizationGaussian Processes | —Unverified | 0 | 0 |
| Conformal Calibration: Ensuring the Reliability of Black-Box AI in Wireless Systems | Apr 12, 2025 | counterfactualDecision Making | —Unverified | 0 | 0 |
| AUGMENTED POLICY GRADIENT METHODS FOR EFFICIENT REINFORCEMENT LEARNING | Sep 25, 2019 | Policy Gradient Methodsreinforcement-learning | —Unverified | 0 | 0 |
| Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization | Feb 6, 2025 | BenchmarkingUncertainty Quantification | —Unverified | 0 | 0 |
| A Thermo-Electro-Mechanical Model for Long-Term Reliability of Aging Transmission Lines | Jun 27, 2024 | Uncertainty Quantification | —Unverified | 0 | 0 |
| A Kernel-Based Approach for Modelling Gaussian Processes with Functional Information | Jan 26, 2022 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 | 0 |
| Active search for Bifurcations | Jun 17, 2024 | Active LearningBayesian Optimization | —Unverified | 0 | 0 |
| Accessible, At-Home Detection of Parkinson's Disease via Multi-task Video Analysis | Jun 21, 2024 | DiagnosticModel Selection | —Unverified | 0 | 0 |
| Confident magnitude-based neural network pruning | Aug 8, 2024 | Network PruningUncertainty Quantification | —Unverified | 0 | 0 |
| A Taylor Series Approach to Correction of Input Errors in Gaussian Process Regression | Apr 25, 2025 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 | 0 |
| Confidence Intervals and Simultaneous Confidence Bands Based on Deep Learning | Jun 20, 2024 | Deep LearningUncertainty Quantification | —Unverified | 0 | 0 |
| A Systematic Computational Framework for Practical Identifiability Analysis in Mathematical Models Arising from Biology | Jan 2, 2025 | Experimental DesignUncertainty Quantification | —Unverified | 0 | 0 |
| AI-powered Digital Twin of the Ocean: Reliable Uncertainty Quantification for Real-time Wave Height Prediction with Deep Ensemble | Dec 7, 2024 | Uncertainty Quantification | —Unverified | 0 | 0 |
| Confidence Interval Construction and Conditional Variance Estimation with Dense ReLU Networks | Dec 29, 2024 | Uncertainty Quantification | —Unverified | 0 | 0 |
| ConfEviSurrogate: A Conformalized Evidential Surrogate Model for Uncertainty Quantification | Apr 3, 2025 | Conformal PredictionPrediction | —Unverified | 0 | 0 |
| Asymptotic Theory of Eigenvectors for Latent Embeddings with Generalized Laplacian Matrices | Mar 1, 2025 | Uncertainty Quantification | —Unverified | 0 | 0 |
| Conditional Variational Autoencoder for Learned Image Reconstruction | Oct 22, 2021 | Image ReconstructionUncertainty Quantification | —Unverified | 0 | 0 |