| OCCUQ: Exploring Efficient Uncertainty Quantification for 3D Occupancy Prediction | Mar 13, 2025 | Autonomous DrivingNavigate | CodeCode Available | 1 |
| Conformal Prediction and Human Decision Making | Mar 12, 2025 | Conformal PredictionDecision Making | —Unverified | 0 |
| Model-Agnostic Uncertainty Quantification for Fast NFC Tag Identification using RF Fingerprinting | Mar 12, 2025 | Conformal PredictionTAG | —Unverified | 0 |
| How To Make Your Cell Tracker Say "I dunno!" | Mar 12, 2025 | Bayesian InferenceCell Tracking | —Unverified | 0 |
| Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework | Mar 11, 2025 | Conformal PredictionMultimodal Reasoning | —Unverified | 0 |
| Rel-UNet: Reliable Tumor Segmentation via Uncertainty Quantification in nnU-Net | Mar 11, 2025 | Computational EfficiencyDecision Making | —Unverified | 0 |
| Uncertainty Quantification for Multi-fidelity Simulations | Mar 11, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies | Mar 11, 2025 | Conformal PredictionImitation Learning | CodeCode Available | 1 |
| Segmentation-Guided CT Synthesis with Pixel-Wise Conformal Uncertainty Bounds | Mar 11, 2025 | Conformal PredictionPrediction Intervals | —Unverified | 0 |
| Uncertainty quantification and posterior sampling for network reconstruction | Mar 10, 2025 | Uncertainty Quantification | CodeCode Available | 0 |
| Probabilistic Segmentation for Robust Field of View Estimation | Mar 10, 2025 | Anomaly DetectionAutonomous Vehicles | —Unverified | 0 |
| CATPlan: Loss-based Collision Prediction in End-to-End Autonomous Driving | Mar 10, 2025 | Autonomous DrivingNeRF | —Unverified | 0 |
| Learning and discovering multiple solutions using physics-informed neural networks with random initialization and deep ensemble | Mar 8, 2025 | Uncertainty Quantification | CodeCode Available | 3 |
| Conformal Prediction for Image Segmentation Using Morphological Prediction Sets | Mar 7, 2025 | Conformal PredictionImage Segmentation | CodeCode Available | 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 forecasting for surgical instrument trajectory | Mar 6, 2025 | Conformal PredictionPrediction | —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 |
| Matrix Factorization for Inferring Associations and Missing Links | Mar 6, 2025 | Dimensionality ReductionInformation Retrieval | —Unverified | 0 |
| Learning-based GNSS Uncertainty Quantification using Continuous-Time Factor Graph Optimization | Mar 6, 2025 | State EstimationUncertainty Quantification | —Unverified | 0 |
| Active operator learning with predictive uncertainty quantification for partial differential equations | Mar 5, 2025 | Active LearningOperator learning | —Unverified | 0 |
| Conceptualizing Uncertainty | Mar 5, 2025 | Uncertainty Quantification | CodeCode Available | 0 |
| LAPD: Langevin-Assisted Bayesian Active Learning for Physical Discovery | Mar 4, 2025 | Active LearningUncertainty Quantification | —Unverified | 0 |
| Can Diffusion Models Provide Rigorous Uncertainty Quantification for Bayesian Inverse Problems? | Mar 4, 2025 | Image InpaintingRetrieval | CodeCode Available | 0 |
| Architectural and Inferential Inductive Biases For Exchangeable Sequence Modeling | Mar 3, 2025 | Active LearningDecision Making | CodeCode Available | 0 |
| An Efficient and Uncertainty-aware Reinforcement Learning Framework for Quality Assurance in Extrusion Additive Manufacturing | Mar 2, 2025 | Q-LearningUncertainty Quantification | —Unverified | 0 |
| Asymptotic Theory of Eigenvectors for Latent Embeddings with Generalized Laplacian Matrices | Mar 1, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Gaussian process surrogate model to approximate power grid simulators -- An application to the certification of a congestion management controller | Feb 28, 2025 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Conformal Risk Control for Semantic Uncertainty Quantification in Computed Tomography | Feb 28, 2025 | AnatomyComputed Tomography (CT) | —Unverified | 0 |
| CONSeg: Voxelwise Glioma Conformal Segmentation | Feb 28, 2025 | Conformal PredictionSegmentation | —Unverified | 0 |
| Global Framework for Emulation of Nuclear Calculations | Feb 27, 2025 | SensitivityUncertainty Quantification | —Unverified | 0 |
| AI-Powered Bayesian Inference | Feb 26, 2025 | Bayesian InferenceInformativeness | —Unverified | 0 |
| Self-supervised conformal prediction for uncertainty quantification in Poisson imaging problems | Feb 26, 2025 | Conformal PredictionDeblurring | —Unverified | 0 |
| An Ensemble Framework for Probabilistic Short-Term Load Forecasting Based on BiTCN and Deep Attention Networks | Feb 25, 2025 | Decision MakingDeep Attention | CodeCode Available | 0 |
| Weakly Supervised Pixel-Level Annotation with Visual Interpretability | Feb 25, 2025 | Ensemble LearningUncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification in Retrieval Augmented Question Answering | Feb 25, 2025 | Question AnsweringRetrieval | CodeCode Available | 0 |
| An Overview of Large Language Models for Statisticians | Feb 25, 2025 | Causal InferenceDecision Making | —Unverified | 0 |
| Uncertainty-aware abstention in medical diagnosis based on medical texts | Feb 25, 2025 | Anxiety DetectionMedical Code Prediction | —Unverified | 0 |
| Uncertainty Quantification for LLM-Based Survey Simulations | Feb 25, 2025 | SurveyUncertainty Quantification | —Unverified | 0 |
| Monte Carlo Temperature: a robust sampling strategy for LLM's uncertainty quantification methods | Feb 25, 2025 | Hyperparameter OptimizationUncertainty Quantification | —Unverified | 0 |
| Robust Confinement State Classification with Uncertainty Quantification through Ensembled Data-Driven Methods | Feb 24, 2025 | DiagnosticUncertainty Quantification | —Unverified | 0 |
| CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought | Feb 24, 2025 | Mathematical ReasoningMisinformation | CodeCode Available | 1 |
| Posterior Inference with Diffusion Models for High-dimensional Black-box Optimization | Feb 24, 2025 | Bayesian OptimizationUncertainty Quantification | CodeCode Available | 1 |
| All You Need for Counterfactual Explainability Is Principled and Reliable Estimate of Aleatoric and Epistemic Uncertainty | Feb 24, 2025 | Allcounterfactual | —Unverified | 0 |
| Uncertainty Quantification of Large Language Models through Multi-Dimensional Responses | Feb 24, 2025 | Decision MakingSemantic Similarity | —Unverified | 0 |
| Logit Disagreement: OoD Detection with Bayesian Neural Networks | Feb 21, 2025 | Out-of-Distribution DetectionUncertainty Quantification | —Unverified | 0 |
| From FAIR to CURE: Guidelines for Computational Models of Biological Systems | Feb 21, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Rapid Parameter Inference with Uncertainty Quantification for a Radiological Plume Source Identification Problem | Feb 20, 2025 | Uncertainty Quantification | —Unverified | 0 |