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Uncertainty Quantification

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TitleStatusHype
Distributional Reinforcement Learning on Path-dependent Options—0
Joint space-time wind field data extrapolation and uncertainty quantification using nonparametric Bayesian dictionary learning—0
A Risk-Aware Adaptive Robust MPC with Learned Uncertainty Quantification—0
Interpretable Bayesian Tensor Network Kernel Machines with Automatic Rank and Feature SelectionCode0
From Physics to Foundation Models: A Review of AI-Driven Quantitative Remote Sensing Inversion—0
Uncertainty Quantification for Motor Imagery BCI -- Machine Learning vs. Deep Learning—0
Estimating prevalence with precision and accuracyCode0
UQLM: A Python Package for Uncertainty Quantification in Large Language ModelsCode5
NRSeg: Noise-Resilient Learning for BEV Semantic Segmentation via Driving World ModelsCode0
Deterministic Object Pose Confidence Region Estimation—0
Scalable Bayesian Low-Rank Adaptation of Large Language Models via Stochastic Variational Subspace InferenceCode0
Forecasting Geopolitical Events with a Sparse Temporal Fusion Transformer and Gaussian Process Hybrid: A Case Study in Middle Eastern and U.S. Conflict Dynamics—0
Latent-space Field Tension for Astrophysical Component Detection An application to X-ray imaging—0
Structural System Identification via Validation and Adaptation—0
Uncertainty-Aware Machine-Learning Framework for Predicting Dislocation Plasticity and Stress-Strain Response in FCC Alloys—0
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees—0
When Can We Reuse a Calibration Set for Multiple Conformal Predictions?—0
Consensus-Driven Uncertainty for Robotic Grasping based on RGB PerceptionCode0
A Framework for Uncertainty Quantification Based on Nearest Neighbors Across Layers—0
GNN's Uncertainty Quantification using Self-DistillationCode0
Bayesian Inference for Left-Truncated Log-Logistic Distributions for Time-to-event Data Analysis—0
Learning Personalized Utility Functions for Drivers in Ride-hailing Systems Using Ensemble Hypernetworks—0
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-MakingCode0
Bayesian Joint Model of Multi-Sensor and Failure Event Data for Multi-Mode Failure Prediction—0
Semantic and Feature Guided Uncertainty Quantification of Visual Localization for Autonomous Vehicles—0
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