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Uncertainty Quantification

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Showing 101–150 of 2366 papers

TitleStatusHype
Federated Conformal Predictors for Distributed Uncertainty QuantificationCode1
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear ModulationCode1
From Fourier to Koopman: Spectral Methods for Long-term Time Series PredictionCode1
From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE ControlCode1
Deep learning observables in computational fluid dynamicsCode1
Distribution-free binary classification: prediction sets, confidence intervals and calibrationCode1
Generating Evidential BEV Maps in Continuous Driving SpaceCode1
Generating with Confidence: Uncertainty Quantification for Black-box Large Language ModelsCode1
Gradient-free variational learning with conditional mixture networksCode1
Graph Posterior Network: Bayesian Predictive Uncertainty for Node ClassificationCode1
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty QuantificationCode1
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in ImagingCode1
Improving Adaptive Conformal Prediction Using Self-Supervised LearningCode1
A Head to Predict and a Head to Question: Pre-trained Uncertainty Quantification Heads for Hallucination Detection in LLM OutputsCode1
Evidential Uncertainty Quantification: A Variance-Based PerspectiveCode1
Inferring networks from time series: a neural approachCode1
Interpretable Self-Aware Neural Networks for Robust Trajectory PredictionCode1
Introspective Planning: Aligning Robots' Uncertainty with Inherent Task AmbiguityCode1
AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series ForecastingCode1
LaDCast: A Latent Diffusion Model for Medium-Range Ensemble Weather ForecastingCode1
Laplace Redux -- Effortless Bayesian Deep LearningCode1
Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantificationCode1
Learning by example: fast reliability-aware seismic imaging with normalizing flowsCode1
Learning Normal Flow Directly From Event NeighborhoodsCode1
LiBRe: A Practical Bayesian Approach to Adversarial DetectionCode1
Linked Deep Gaussian Process Emulation for Model NetworksCode1
Daily Forecasting of New Cases for Regional Epidemics of Coronavirus Disease 2019 with Bayesian Uncertainty QuantificationCode1
Data-Driven Autoencoder Numerical Solver with Uncertainty Quantification for Fast Physical SimulationsCode1
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-ThoughtCode1
JaxSGMC: Modular stochastic gradient MCMC in JAXCode1
coverforest: Conformal Predictions with Random Forest in PythonCode1
TabLeak: Tabular Data Leakage in Federated LearningCode1
Conformal Prediction with Missing ValuesCode1
Conformal prediction for multi-dimensional time series by ellipsoidal setsCode1
Conformal Time-series ForecastingCode1
Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment EffectsCode1
A Bayesian Approach to Online PlanningCode1
Conformal PID Control for Time Series PredictionCode1
Copula Conformal Prediction for Multi-step Time Series ForecastingCode1
Decomposing Uncertainty for Large Language Models through Input Clarification EnsemblingCode1
Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning PoliciesCode1
Calibrated Explanations: with Uncertainty Information and CounterfactualsCode1
Classification under Nuisance Parameters and Generalized Label Shift in Likelihood-Free InferenceCode1
Conditional-Flow NeRF: Accurate 3D Modelling with Reliable Uncertainty QuantificationCode1
Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage GuaranteesCode1
Conformal Inference of Counterfactuals and Individual Treatment EffectsCode1
Adaptive Conformal Predictions for Time SeriesCode1
Conformal prediction set for time-seriesCode1
Conformal Prediction with Large Language Models for Multi-Choice Question AnsweringCode1
Calibrated Explanations for RegressionCode1
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