| On Local Posterior Structure in Deep Ensembles | Mar 17, 2025 | Uncertainty Quantification | CodeCode Available | 0 |
| Uncertainty Quantification for Data-Driven Machine Learning Models in Nuclear Engineering Applications: Where We Are and What Do We Need? | Mar 16, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Probabilistic Neural Networks (PNNs) with t-Distributed Outputs: Adaptive Prediction Intervals Beyond Gaussian Assumptions | Mar 16, 2025 | Prediction Intervalsregression | —Unverified | 0 |
| Entropy-regularized Gradient Estimators for Approximate Bayesian Inference | Mar 15, 2025 | Bayesian InferenceModel-based Reinforcement Learning | —Unverified | 0 |
| Understanding the Trade-offs in Accuracy and Uncertainty Quantification: Architecture and Inference Choices in Bayesian Neural Networks | Mar 14, 2025 | Bayesian InferenceUncertainty Quantification | CodeCode Available | 0 |
| Contextual Similarity Distillation: Ensemble Uncertainties with a Single Model | Mar 14, 2025 | Bayesian InferenceEfficient Exploration | —Unverified | 0 |
| How To Make Your Cell Tracker Say "I dunno!" | Mar 12, 2025 | Bayesian InferenceCell Tracking | —Unverified | 0 |
| Model-Agnostic Uncertainty Quantification for Fast NFC Tag Identification using RF Fingerprinting | Mar 12, 2025 | Conformal PredictionTAG | —Unverified | 0 |
| Conformal Prediction and Human Decision Making | Mar 12, 2025 | Conformal PredictionDecision Making | —Unverified | 0 |
| Uncertainty Quantification for Multi-fidelity Simulations | Mar 11, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework | Mar 11, 2025 | Conformal PredictionMultimodal Reasoning | —Unverified | 0 |
| Segmentation-Guided CT Synthesis with Pixel-Wise Conformal Uncertainty Bounds | Mar 11, 2025 | Conformal PredictionPrediction Intervals | —Unverified | 0 |
| Rel-UNet: Reliable Tumor Segmentation via Uncertainty Quantification in nnU-Net | Mar 11, 2025 | Computational EfficiencyDecision Making | —Unverified | 0 |
| CATPlan: Loss-based Collision Prediction in End-to-End Autonomous Driving | Mar 10, 2025 | Autonomous DrivingNeRF | —Unverified | 0 |
| Uncertainty quantification and posterior sampling for network reconstruction | Mar 10, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Probabilistic Segmentation for Robust Field of View Estimation | Mar 10, 2025 | Anomaly DetectionAutonomous Vehicles | —Unverified | 0 |
| L-FUSION: Laplacian Fetal Ultrasound Segmentation & Uncertainty Estimation | Mar 7, 2025 | AnatomyDiagnostic | —Unverified | 0 |
| Uncertainty Quantification From Scaling Laws in Deep Neural Networks | Mar 7, 2025 | Uncertainty Quantification | —Unverified | 0 |
| BARK: A Fully Bayesian Tree Kernel for Black-box Optimization | Mar 7, 2025 | Bayesian OptimizationGaussian Processes | —Unverified | 0 |
| Conformal Prediction for Image Segmentation Using Morphological Prediction Sets | Mar 7, 2025 | Conformal PredictionImage Segmentation | CodeCode Available | 0 |
| Conformal forecasting for surgical instrument trajectory | Mar 6, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| Matrix Factorization for Inferring Associations and Missing Links | Mar 6, 2025 | Dimensionality ReductionInformation Retrieval | —Unverified | 0 |
| On the Importance of Clearsky Model in Short-Term Solar Radiation Forecasting | Mar 6, 2025 | quantile regressionUncertainty Quantification | —Unverified | 0 |
| An Uncertainty Quantification Framework for Deep Learning-Based Automatic Modulation Classification | Mar 6, 2025 | Deep LearningUncertainty Quantification | —Unverified | 0 |
| Learning-based GNSS Uncertainty Quantification using Continuous-Time Factor Graph Optimization | Mar 6, 2025 | State EstimationUncertainty Quantification | —Unverified | 0 |