| Modèles de Substitution pour les Modèles à base d'Agents : Enjeux, Méthodes et Applications | May 17, 2025 | Computational EfficiencyGaussian Processes | CodeCode Available | 0 |
| Integrative Analysis and Imputation of Multiple Data Streams via Deep Gaussian Processes | May 17, 2025 | Gaussian ProcessesImputation | CodeCode Available | 0 |
| Are vision language models robust to uncertain inputs? | May 17, 2025 | Anomaly DetectionMorphology classification | —Unverified | 0 |
| SPIEDiff: robust learning of long-time macroscopic dynamics from short-time particle simulations with quantified epistemic uncertainty | May 16, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Humble your Overconfident Networks: Unlearning Overfitting via Sequential Monte Carlo Tempered Deep Ensembles | May 16, 2025 | image-classificationImage Classification | —Unverified | 0 |
| Exploiting the Asymmetric Uncertainty Structure of Pre-trained VLMs on the Unit Hypersphere | May 16, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty quantification with approximate variational learning for wearable photoplethysmography prediction tasks | May 16, 2025 | Photoplethysmography (PPG)Uncertainty Quantification | —Unverified | 0 |
| STRIDE: Sparse Techniques for Regression in Deep Gaussian Processes | May 16, 2025 | Gaussian ProcessesGPR | —Unverified | 0 |
| Uncertainty Quantification for Prior-Data Fitted Networks using Martingale Posteriors | May 16, 2025 | Uncertainty Quantification | —Unverified | 0 |
| JaxSGMC: Modular stochastic gradient MCMC in JAX | May 16, 2025 | Deep LearningStochastic Optimization | CodeCode Available | 1 |
| NeuralSurv: Deep Survival Analysis with Bayesian Uncertainty Quantification | May 16, 2025 | Data AugmentationSurvival Analysis | —Unverified | 0 |
| RainPro-8: An Efficient Deep Learning Model to Estimate Rainfall Probabilities Over 8 Hours | May 15, 2025 | Computational EfficiencyDeep Learning | —Unverified | 0 |
| Stable and Convexified Information Bottleneck Optimization via Symbolic Continuation and Entropy-Regularized Trajectories | May 14, 2025 | Representation LearningUncertainty Quantification | CodeCode Available | 0 |
| Generalizing Large Language Model Usability Across Resource-Constrained | May 13, 2025 | Code GenerationLanguage Modeling | —Unverified | 0 |
| A Head to Predict and a Head to Question: Pre-trained Uncertainty Quantification Heads for Hallucination Detection in LLM Outputs | May 13, 2025 | HallucinationUncertainty Quantification | CodeCode Available | 1 |
| PCS-UQ: Uncertainty Quantification via the Predictability-Computability-Stability Framework | May 13, 2025 | Model SelectionUncertainty Quantification | —Unverified | 0 |
| Contrastive Normalizing Flows for Uncertainty-Aware Parameter Estimation | May 13, 2025 | parameter estimationRobust classification | —Unverified | 0 |
| Combining Bayesian Inference and Reinforcement Learning for Agent Decision Making: A Review | May 12, 2025 | Active LearningBayesian Inference | —Unverified | 0 |
| Improving Random Forests by Smoothing | May 11, 2025 | Gaussian Processesregression | —Unverified | 0 |
| Multi-Modal Explainable Medical AI Assistant for Trustworthy Human-AI Collaboration | May 11, 2025 | BenchmarkingDescriptive | —Unverified | 0 |
| QoSBERT: An Uncertainty-Aware Approach based on Pre-trained Language Models for Service Quality Prediction | May 9, 2025 | Feature EngineeringPrediction | —Unverified | 0 |
| Improved Uncertainty Quantification in Physics-Informed Neural Networks Using Error Bounds and Solution Bundles | May 9, 2025 | parameter estimationUncertainty Quantification | CodeCode Available | 0 |
| Regression-based Melody Estimation with Uncertainty Quantification | May 8, 2025 | regressionUncertainty Quantification | CodeCode Available | 0 |
| HiBayES: A Hierarchical Bayesian Modeling Framework for AI Evaluation Statistics | May 8, 2025 | parameter estimationUncertainty Quantification | CodeCode Available | 1 |
| RL-DAUNCE: Reinforcement Learning-Driven Data Assimilation with Uncertainty-Aware Constrained Ensembles | May 8, 2025 | Computational EfficiencyReinforcement Learning (RL) | —Unverified | 0 |
| Probabilistic Embeddings for Frozen Vision-Language Models: Uncertainty Quantification with Gaussian Process Latent Variable Models | May 8, 2025 | Active Learningcross-modal alignment | CodeCode Available | 0 |
| UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything Model | May 8, 2025 | Semantic SegmentationUncertainty Quantification | CodeCode Available | 1 |
| Fair Uncertainty Quantification for Depression Prediction | May 8, 2025 | Conformal PredictionFairness | —Unverified | 0 |
| Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weighting | May 7, 2025 | Conformal PredictionImputation | CodeCode Available | 0 |
| Scientific Hypothesis Generation and Validation: Methods, Datasets, and Future Directions | May 6, 2025 | Causal InferenceDomain Adaptation | —Unverified | 0 |
| Continuous Normalizing Flows for Uncertainty-Aware Human Pose Estimation | May 4, 2025 | 3D Human Pose EstimationComputational Efficiency | —Unverified | 0 |
| Epistemic Wrapping for Uncertainty Quantification | May 4, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification for Machine Learning in Healthcare: A Survey | May 4, 2025 | SurveyUncertainty Quantification | —Unverified | 0 |
| Bayesian learning of the optimal action-value function in a Markov decision process | May 3, 2025 | Decision MakingSequential Decision Making | —Unverified | 0 |
| Conformal Prediction for Indoor Positioning with Correctness Coverage Guarantees | May 3, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| Fast Likelihood-Free Parameter Estimation for Lévy Processes | May 3, 2025 | parameter estimationUncertainty Quantification | —Unverified | 0 |
| Essential Workers at Risk: An Agent-Based Model (SAFE-ABM) with Bayesian Uncertainty Quantification | May 2, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Gaussian Differential Private Bootstrap by Subsampling | May 2, 2025 | Uncertainty Quantification | —Unverified | 0 |
| CoCoAFusE: Beyond Mixtures of Experts via Model Fusion | May 2, 2025 | Mixture-of-ExpertsPhilosophy | —Unverified | 0 |
| AI-Assisted Decision-Making for Clinical Assessment of Auto-Segmented Contour Quality | May 1, 2025 | Decision MakingOrdinal Classification | —Unverified | 0 |
| Multivariate Conformal Selection | May 1, 2025 | Drug DiscoveryUncertainty Quantification | —Unverified | 0 |
| Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding | Apr 30, 2025 | Medical Question AnsweringQuestion Answering | —Unverified | 0 |
| Full-field surrogate modeling of cardiac function encoding geometric variability | Apr 29, 2025 | Uncertainty Quantification | CodeCode Available | 0 |
| GauSS-MI: Gaussian Splatting Shannon Mutual Information for Active 3D Reconstruction | Apr 29, 2025 | 3DGS3D Reconstruction | CodeCode Available | 2 |
| Interpretable machine learning-guided design of Fe-based soft magnetic alloys | Apr 28, 2025 | Feature ImportanceInterpretable Machine Learning | —Unverified | 0 |
| Model uncertainty quantification using feature confidence sets for outcome excursions | Apr 28, 2025 | PredictionPrediction Intervals | CodeCode Available | 0 |
| Towards Large Language Models for Lunar Mission Planning and In Situ Resource Utilization | Apr 28, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification for Language Models: A Suite of Black-Box, White-Box, LLM Judge, and Ensemble Scorers | Apr 27, 2025 | HallucinationQuestion Answering | CodeCode Available | 5 |
| TopSpace: spatial topic modeling for unsupervised discovery of multicellular spatial tissue structures in multiplex imaging | Apr 25, 2025 | ClusteringGaussian Processes | —Unverified | 0 |
| An Axiomatic Assessment of Entropy- and Variance-based Uncertainty Quantification in Regression | Apr 25, 2025 | regressionUncertainty Quantification | —Unverified | 0 |