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Uncertainty Quantification

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TitleStatusHype
Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage GuaranteesCode1
Combining Confidence Elicitation and Sample-based Methods for Uncertainty Quantification in Misinformation Mitigation—0
A Note on Uncertainty Quantification for Maximum Likelihood Parameters Estimated with Heuristic Based Optimization Algorithms—0
Uncertainty-aware multi-fidelity surrogate modeling with noisy data—0
Uncertainty quantification for probabilistic machine learning in earth observation using conformal predictionCode1
CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks—0
Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point ProcessesCode0
Dual-Channel Reliable Breast Ultrasound Image Classification Based on Explainable Attribution and Uncertainty Quantification—0
Uncertainty Quantification on Clinical Trial Outcome PredictionCode1
Data-Driven Physics-Informed Neural Networks: A Digital Twin Perspective—0
Towards Modeling Uncertainties of Self-explaining Neural Networks via Conformal Prediction—0
Epistemic Uncertainty Quantification For Pre-Trained Neural Networks—0
Bayesian Exploration of Pre-trained Models for Low-shot Image Classification—0
Uncertainty-Penalized Reinforcement Learning from Human Feedback with Diverse Reward LoRA Ensembles—0
DiffHybrid-UQ: Uncertainty Quantification for Differentiable Hybrid Neural Modeling—0
Second-Order Uncertainty Quantification: Variance-Based Measures—0
Uncertainty Quantification in Machine Learning for Joint Speaker Diarization and Identification—0
Learning from small data sets: Patch-based regularizers in inverse problems for image reconstruction—0
PULASki: Learning inter-rater variability using statistical distances to improve probabilistic segmentationCode0
Efficient Conformal Prediction under Data Heterogeneity—0
Are you sure it’s an artifact? Artifact detection and uncertainty quantification in histological imagesCode0
Make Me a BNN: A Simple Strategy for Estimating Bayesian Uncertainty from Pre-trained Models—0
Bridging AI and Clinical Practice: Integrating Automated Sleep Scoring Algorithm with Uncertainty-Guided Physician Review—0
Density Uncertainty Quantification with NeRF-Ensembles: Impact of Data and Scene Constraints—0
Beyond mirkwood: Enhancing SED Modeling with Conformal Predictions—0
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