| Reference-free Hallucination Detection for Large Vision-Language Models | Aug 11, 2024 | HallucinationQuestion Answering | —Unverified | 0 |
| The evolution of systems biology and systems medicine: From mechanistic models to uncertainty quantification | Aug 10, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Confident magnitude-based neural network pruning | Aug 8, 2024 | Network PruningUncertainty Quantification | —Unverified | 0 |
| Zero-Shot Uncertainty Quantification using Diffusion Probabilistic Models | Aug 8, 2024 | Image GenerationPrediction | —Unverified | 0 |
| Flexible Bayesian Last Layer Models Using Implicit Priors and Diffusion Posterior Sampling | Aug 7, 2024 | Computational EfficiencyOut-of-Distribution Detection | —Unverified | 0 |
| Question Rephrasing for Quantifying Uncertainty in Large Language Models: Applications in Molecular Chemistry Tasks | Aug 7, 2024 | PredictionProperty Prediction | —Unverified | 0 |
| NeurAM: nonlinear dimensionality reduction for uncertainty quantification through neural active manifolds | Aug 7, 2024 | Dimensionality ReductionUncertainty Quantification | —Unverified | 0 |
| Exchangeable Sequence Models Quantify Uncertainty Over Latent Concepts | Aug 6, 2024 | Bayesian InferenceData Augmentation | —Unverified | 0 |
| DUST: A Framework for Data-Driven Density Steering | Aug 5, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural Operators | Aug 2, 2024 | Uncertainty QuantificationWeather Forecasting | CodeCode Available | 1 |
| Alpha-VI DeepONet: A prior-robust variational Bayesian approach for enhancing DeepONets with uncertainty quantification | Aug 1, 2024 | Operator learningUncertainty Quantification | —Unverified | 0 |
| Machine learning surrogates for efficient hydrologic modeling: Insights from stochastic simulations of managed aquifer recharge | Jul 30, 2024 | Computational EfficiencyUncertainty Quantification | —Unverified | 0 |
| Robust Conformal Volume Estimation in 3D Medical Images | Jul 29, 2024 | Conformal PredictionDensity Ratio Estimation | CodeCode Available | 0 |
| Machine Learning for Predicting Chaotic Systems | Jul 29, 2024 | Uncertainty QuantificationWeather Forecasting | —Unverified | 0 |
| Uncertainty Quantification of Data Shapley via Statistical Inference | Jul 28, 2024 | Data ValuationDecision Making | —Unverified | 0 |
| Bayesian meta learning for trustworthy uncertainty quantification | Jul 27, 2024 | Meta-Learningregression | —Unverified | 0 |
| Interpreting artificial neural networks to detect genome-wide association signals for complex traits | Jul 26, 2024 | Feature ImportanceModel Optimization | CodeCode Available | 0 |
| Multi-group Uncertainty Quantification for Long-form Text Generation | Jul 25, 2024 | Conformal PredictionForm | —Unverified | 0 |
| Superior Scoring Rules for Probabilistic Evaluation of Single-Label Multi-Class Classification Tasks | Jul 25, 2024 | Model OptimizationModel Selection | CodeCode Available | 1 |
| SepsisLab: Early Sepsis Prediction with Uncertainty Quantification and Active Sensing | Jul 24, 2024 | ImputationMissing Values | CodeCode Available | 0 |
| Deep Bayesian segmentation for colon polyps: Well-calibrated predictions in medical imaging | Jul 23, 2024 | image-classificationImage Classification | CodeCode Available | 0 |
| Sobolev neural network with residual weighting as a surrogate in linear and non-linear mechanics | Jul 23, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Practical multi-fidelity machine learning: fusion of deterministic and Bayesian models | Jul 21, 2024 | Gaussian ProcessesTransfer Learning | CodeCode Available | 0 |
| Adaptive Uncertainty Quantification for Scenario-based Control Using Meta-learning of Bayesian Neural Networks | Jul 19, 2024 | Meta-LearningModel Predictive Control | —Unverified | 0 |
| Achieving Well-Informed Decision-Making in Drug Discovery: A Comprehensive Calibration Study using Neural Network-Based Structure-Activity Models | Jul 19, 2024 | Decision MakingDrug Discovery | CodeCode Available | 0 |