| Integrative Analysis and Imputation of Multiple Data Streams via Deep Gaussian Processes | May 17, 2025 | Gaussian ProcessesImputation | CodeCode Available | 0 |
| Modèles de Substitution pour les Modèles à base d'Agents : Enjeux, Méthodes et Applications | May 17, 2025 | Computational EfficiencyGaussian Processes | 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 |
| Contrastive Normalizing Flows for Uncertainty-Aware Parameter Estimation | May 13, 2025 | parameter estimationRobust classification | —Unverified | 0 |
| PCS-UQ: Uncertainty Quantification via the Predictability-Computability-Stability Framework | May 13, 2025 | Model SelectionUncertainty Quantification | —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 |
| RL-DAUNCE: Reinforcement Learning-Driven Data Assimilation with Uncertainty-Aware Constrained Ensembles | May 8, 2025 | Computational EfficiencyReinforcement Learning (RL) | —Unverified | 0 |
| HiBayES: A Hierarchical Bayesian Modeling Framework for AI Evaluation Statistics | May 8, 2025 | parameter estimationUncertainty Quantification | CodeCode Available | 1 |
| Regression-based Melody Estimation with Uncertainty Quantification | May 8, 2025 | regressionUncertainty Quantification | CodeCode Available | 0 |
