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Uncertainty Quantification

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Showing 51–100 of 2366 papers

TitleStatusHype
OCCUQ: Exploring Efficient Uncertainty Quantification for 3D Occupancy PredictionCode1
Mamba time series forecasting with uncertainty quantificationCode1
Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning PoliciesCode1
Posterior Inference with Diffusion Models for High-dimensional Black-box OptimizationCode1
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-ThoughtCode1
Reduced Order Modeling with Shallow Recurrent Decoder NetworksCode1
AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series ForecastingCode1
Inverse Design with Dynamic Mode DecompositionCode1
Temporal Distribution Shift in Real-World Pharmaceutical Data: Implications for Uncertainty Quantification in QSAR ModelsCode1
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE ControlCode1
UASTHN: Uncertainty-Aware Deep Homography Estimation for UAV Satellite-Thermal Geo-localizationCode1
Error-quantified Conformal Inference for Time SeriesCode1
Predictive Modeling and Uncertainty Quantification of Fatigue Life in Metal Alloys using Machine LearningCode1
coverforest: Conformal Predictions with Random Forest in PythonCode1
Fuzzy Multimodal Learning for Trusted Cross-modal RetrievalCode1
Point-DeepONet: A Deep Operator Network Integrating PointNet for Nonlinear Analysis of Non-Parametric 3D Geometries and Load ConditionsCode1
Multimodal Learning with Uncertainty Quantification based on Discounted Belief FusionCode1
On Verbalized Confidence Scores for LLMsCode1
Learning Normal Flow Directly From Event NeighborhoodsCode1
GenAI4UQ: A Software for Inverse Uncertainty Quantification Using Conditional Generative ModelsCode1
PolytopeWalk: Sparse MCMC Sampling over PolytopesCode1
Post-hoc Probabilistic Vision-Language ModelsCode1
Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantificationCode1
Modelling Global Trade with Optimal TransportCode1
Enhancing Uncertainty Quantification in Drug Discovery with Censored Regression LabelsCode1
Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image ClassificationCode1
Gradient-free variational learning with conditional mixture networksCode1
DIFR3CT: Latent Diffusion for Probabilistic 3D CT Reconstruction from Few Planar X-RaysCode1
Uncertainty Quantification of Surrogate Models using Conformal PredictionCode1
Deep Generative Classification of Blood Cell MorphologyCode1
Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural OperatorsCode1
Superior Scoring Rules for Probabilistic Evaluation of Single-Label Multi-Class Classification TasksCode1
FastSAM-3DSlicer: A 3D-Slicer Extension for 3D Volumetric Segment Anything Model with Uncertainty QuantificationCode1
Randomized Physics-Informed Neural Networks for Bayesian Data AssimilationCode1
A Rate-Distortion View of Uncertainty QuantificationCode1
LUMA: A Benchmark Dataset for Learning from Uncertain and Multimodal DataCode1
A Bayesian Approach to Online PlanningCode1
VENI, VINDy, VICI: a variational reduced-order modeling framework with uncertainty quantificationCode1
Kernel Language Entropy: Fine-grained Uncertainty Quantification for LLMs from Semantic SimilaritiesCode1
Semantic Density: Uncertainty Quantification for Large Language Models through Confidence Measurement in Semantic SpaceCode1
Pessimistic Value Iteration for Multi-Task Data Sharing in Offline Reinforcement LearningCode1
Deep Generative Data Assimilation in Multimodal SettingCode1
Kermut: Composite kernel regression for protein variant effectsCode1
Universal Functional Regression with Neural Operator FlowsCode1
LUQ: Long-text Uncertainty Quantification for LLMsCode1
Enabling Uncertainty Estimation in Iterative Neural NetworksCode1
Uncertainty quantification for data-driven weather modelsCode1
Conformal prediction for multi-dimensional time series by ellipsoidal setsCode1
Uncertainty-Aware Evaluation for Vision-Language ModelsCode1
Uncertainty Quantification for In-Context Learning of Large Language ModelsCode1
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