| Distributed Markov Chain Monte Carlo Sampling based on the Alternating Direction Method of Multipliers | Jan 29, 2024 | Bayesian InferenceDistributed Optimization | CodeCode Available | 0 |
| Influence of Material Parameter Variability on the Predicted Coronary Artery Biomechanical Environment via Uncertainty Quantification | Jan 26, 2024 | Uncertainty Quantification | —Unverified | 0 |
| When Geoscience Meets Generative AI and Large Language Models: Foundations, Trends, and Future Challenges | Jan 25, 2024 | Decision MakingSuper-Resolution | —Unverified | 0 |
| Towards Uncertainty-Aware Language Agent | Jan 25, 2024 | MMLUStrategyQA | —Unverified | 0 |
| Self-Improving Interference Management Based on Deep Learning With Uncertainty Quantification | Jan 24, 2024 | Deep LearningManagement | —Unverified | 0 |
| Sparse discovery of differential equations based on multi-fidelity Gaussian process | Jan 22, 2024 | Gaussian ProcessesGPR | —Unverified | 0 |
| Uncertainty quantification of receptor ligand binding sites prediction | Jan 20, 2024 | PredictionUncertainty Quantification | —Unverified | 0 |
| High Confidence Level Inference is Almost Free using Parallel Stochastic Optimization | Jan 17, 2024 | Stochastic OptimizationUncertainty Quantification | —Unverified | 0 |
| Evaluating the Utility of Conformal Prediction Sets for AI-Advised Image Labeling | Jan 16, 2024 | Conformal PredictionDecision Making | —Unverified | 0 |
| Uncertainty-Aware Hardware Trojan Detection Using Multimodal Deep Learning | Jan 15, 2024 | Decision MakingDeep Learning | CodeCode Available | 0 |
| Combining Confidence Elicitation and Sample-based Methods for Uncertainty Quantification in Misinformation Mitigation | Jan 13, 2024 | MisinformationUncertainty Quantification | —Unverified | 0 |
| A Note on Uncertainty Quantification for Maximum Likelihood Parameters Estimated with Heuristic Based Optimization Algorithms | Jan 13, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty-aware multi-fidelity surrogate modeling with noisy data | Jan 12, 2024 | Experimental DesignPrediction Intervals | —Unverified | 0 |
| CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks | Jan 10, 2024 | Binary ClassificationOut-of-Distribution Detection | —Unverified | 0 |
| Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes | Jan 9, 2024 | Conformal PredictionPoint Processes | CodeCode Available | 0 |
| Dual-Channel Reliable Breast Ultrasound Image Classification Based on Explainable Attribution and Uncertainty Quantification | Jan 8, 2024 | image-classificationImage Classification | —Unverified | 0 |
| Data-Driven Physics-Informed Neural Networks: A Digital Twin Perspective | Jan 5, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction | Jan 3, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Epistemic Uncertainty Quantification For Pre-Trained Neural Networks | Jan 1, 2024 | Active LearningOut-of-Distribution Detection | —Unverified | 0 |
| Bayesian Exploration of Pre-trained Models for Low-shot Image Classification | Jan 1, 2024 | Gaussian Processesimage-classification | —Unverified | 0 |
| DiffHybrid-UQ: Uncertainty Quantification for Differentiable Hybrid Neural Modeling | Dec 30, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty-Penalized Reinforcement Learning from Human Feedback with Diverse Reward LoRA Ensembles | Dec 30, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Second-Order Uncertainty Quantification: Variance-Based Measures | Dec 30, 2023 | Decision MakingUncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification in Machine Learning for Joint Speaker Diarization and Identification | Dec 28, 2023 | speaker-diarizationSpeaker Diarization | —Unverified | 0 |
| Learning from small data sets: Patch-based regularizers in inverse problems for image reconstruction | Dec 27, 2023 | GeophysicsImage Reconstruction | —Unverified | 0 |
| PULASki: Learning inter-rater variability using statistical distances to improve probabilistic segmentation | Dec 25, 2023 | Decision MakingDecoder | CodeCode Available | 0 |
| Efficient Conformal Prediction under Data Heterogeneity | Dec 25, 2023 | Conformal PredictionFederated Learning | —Unverified | 0 |
| Are you sure it’s an artifact? Artifact detection and uncertainty quantification in histological images | Dec 23, 2023 | Anomaly DetectionArtifact Detection | CodeCode Available | 0 |
| Make Me a BNN: A Simple Strategy for Estimating Bayesian Uncertainty from Pre-trained Models | Dec 23, 2023 | image-classificationImage Classification | —Unverified | 0 |
| Density Uncertainty Quantification with NeRF-Ensembles: Impact of Data and Scene Constraints | Dec 22, 2023 | NeRFUncertainty Quantification | —Unverified | 0 |
| Bridging AI and Clinical Practice: Integrating Automated Sleep Scoring Algorithm with Uncertainty-Guided Physician Review | Dec 22, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Beyond mirkwood: Enhancing SED Modeling with Conformal Predictions | Dec 21, 2023 | Conformal Predictionquantile regression | —Unverified | 0 |
| Dirichlet-based Uncertainty Quantification for Personalized Federated Learning with Improved Posterior Networks | Dec 18, 2023 | Federated LearningPersonalized Federated Learning | —Unverified | 0 |
| IntraSeismic: a coordinate-based learning approach to seismic inversion | Dec 17, 2023 | Data CompressionSeismic Imaging | —Unverified | 0 |
| Uncertainty Quantification in Heterogeneous Treatment Effect Estimation with Gaussian-Process-Based Partially Linear Model | Dec 16, 2023 | Bayesian InferenceDecision Making | CodeCode Available | 0 |
| Verification of Neural Reachable Tubes via Scenario Optimization and Conformal Prediction | Dec 14, 2023 | Collision AvoidanceConformal Prediction | —Unverified | 0 |
| How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning | Dec 13, 2023 | Multi-agent Reinforcement LearningSMAC | —Unverified | 0 |
| The AIRI plug-and-play algorithm for image reconstruction in radio-interferometry: variations and robustness | Dec 12, 2023 | AstronomyImage Reconstruction | —Unverified | 0 |
| Empirical Validation of Conformal Prediction for Trustworthy Skin Lesions Classification | Dec 12, 2023 | Conformal PredictionDecision Making | —Unverified | 0 |
| Uncertainty Visualization via Low-Dimensional Posterior Projections | Dec 12, 2023 | Image RestorationUncertainty Quantification | CodeCode Available | 0 |
| Identifying Drivers of Predictive Aleatoric Uncertainty | Dec 12, 2023 | Explainable Artificial Intelligence (XAI)Uncertainty Quantification | CodeCode Available | 0 |
| Randomized Physics-Informed Machine Learning for Uncertainty Quantification in High-Dimensional Inverse Problems | Dec 11, 2023 | Physics-informed machine learningUncertainty Quantification | —Unverified | 0 |
| Uncertainty quantification in automated valuation models with spatially weighted conformal prediction | Dec 11, 2023 | Conformal PredictionUncertainty Quantification | CodeCode Available | 0 |
| Implementing hosting capacity analysis in distribution networks: Practical considerations, advancements and future directions | Dec 11, 2023 | BenchmarkingCapacity Estimation | —Unverified | 0 |
| Data-Driven Robust Covariance Control for Uncertain Linear Systems | Dec 10, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Rational Kriging | Dec 8, 2023 | parameter estimationUncertainty Quantification | —Unverified | 0 |
| Thermodynamic Computing System for AI Applications | Dec 8, 2023 | Uncertainty Quantification | —Unverified | 0 |
| A Study on the Calibration of In-context Learning | Dec 7, 2023 | In-Context LearningNatural Language Understanding | CodeCode Available | 0 |
| Domain Invariant Representation Learning and Sleep Dynamics Modeling for Automatic Sleep Staging | Dec 6, 2023 | EEGRepresentation Learning | CodeCode Available | 0 |
| Learning-Based Approaches to Predictive Monitoring with Conformal Statistical Guarantees | Dec 4, 2023 | Conformal PredictionUncertainty Quantification | —Unverified | 0 |