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Uncertainty Quantification

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TitleStatusHype
Label-Confidence-Aware Uncertainty Estimation in Natural Language Generation—0
Lagrangian Inference for Ranking Problems—0
Language Models with Conformal Factuality Guarantees—0
LAPD: Langevin-Assisted Bayesian Active Learning for Physical Discovery—0
Laplace Redux - Effortless Bayesian Deep Learning—0
Large-Scale Bayesian Tensor Reconstruction: An Approximate Message Passing Solution—0
Large-scale magnetic field maps using structured kernel interpolation for Gaussian process regression—0
Large Scale Probabilistic Simulation of Renewables Production—0
Large-scale Uncertainty Estimation and Its Application in Revenue Forecast of SMEs—0
Last Layer Empirical Bayes—0
Last layer state space model for representation learning and uncertainty quantification—0
Latent Diffusion Model for Generating Ensembles of Climate Simulations—0
Latent Simplex Position Model: High Dimensional Multi-view Clustering with Uncertainty Quantification—0
Latent-space Field Tension for Astrophysical Component Detection An application to X-ray imaging—0
LC-SVD-DLinear: A low-cost physics-based hybrid machine learning model for data forecasting using sparse measurements—0
Learnable Bernoulli Dropout for Bayesian Deep Learning—0
Learned imaging with constraints and uncertainty quantification—0
Learned, uncertainty-driven adaptive acquisition for photon-efficient scanning microscopy—0
Learning Active Subspaces for Effective and Scalable Uncertainty Quantification in Deep Neural Networks—0
Learning-Based Approaches to Predictive Monitoring with Conformal Statistical Guarantees—0
Learning-based GNSS Uncertainty Quantification using Continuous-Time Factor Graph Optimization—0
Learning-Based Shielding for Safe Autonomy under Unknown Dynamics—0
Learning Cellular Network Connection Quality with Conformal—0
Learning from small data sets: Patch-based regularizers in inverse problems for image reconstruction—0
Learning Functional Priors and Posteriors from Data and Physics—0
Learning Hidden Physics and System Parameters with Deep Operator Networks—0
Learning Mixture Structure on Multi-Source Time Series for Probabilistic Forecasting—0
Learning Multivariate CDFs and Copulas using Tensor Factorization—0
Learning Personalized Utility Functions for Drivers in Ride-hailing Systems Using Ensemble Hypernetworks—0
Learning Prediction Intervals for Regression: Generalization and Calibration—0
Learning signals defined on graphs with optimal transport and Gaussian process regression—0
Learning smooth functions in high dimensions: from sparse polynomials to deep neural networks—0
Learning Switching Port-Hamiltonian Systems with Uncertainty Quantification—0
Real-Time Uncertainty Estimation in Computer Vision via Uncertainty-Aware Distribution Distillation—0
Learning to Estimate Epistemic Uncertainty in Neural Networks—0
Legitimate ground-truth-free metrics for deep uncertainty classification scoring—0
Leveraging Active Subspaces to Capture Epistemic Model Uncertainty in Deep Generative Models for Molecular Design—0
Leveraging Bayesian Analysis To Improve Accuracy of Approximate Models—0
Leveraging Industry 4.0 -- Deep Learning, Surrogate Model and Transfer Learning with Uncertainty Quantification Incorporated into Digital Twin for Nuclear System—0
Leveraging Uncertainty in Deep Learning for Pancreatic Adenocarcinoma Grading—0
UPNet: Uncertainty-based Picking Deep Learning Network for Robust First Break Picking—0
L-FUSION: Laplacian Fetal Ultrasound Segmentation & Uncertainty Estimation—0
Lifelong Machine Learning Potentials—0
Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning—0
Lightweight Uncertainty Quantification with Simplex Semantic Segmentation for Terrain Traversability—0
Linearization Turns Neural Operators into Function-Valued Gaussian Processes—0
Linear-Time Probabilistic Solution of Boundary Value Problems—0
Linear-Time Probabilistic Solutions of Boundary Value Problems—0
Linguistically Communicating Uncertainty in Patient-Facing Risk Prediction Models—0
LLM Confidence Evaluation Measures in Zero-Shot CSS Classification—0
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