| An Uncertainty-aware Loss Function for Training Neural Networks with Calibrated Predictions | Oct 7, 2021 | Deep LearningUncertainty Quantification | —Unverified | 0 |
| Improving Open Information Extraction with Large Language Models: A Study on Demonstration Uncertainty | Sep 7, 2023 | In-Context LearningInstruction Following | —Unverified | 0 |
| Improving Random Forests by Smoothing | May 11, 2025 | Gaussian Processesregression | —Unverified | 0 |
| Improving the performance of Stein variational inference through extreme sparsification of physically-constrained neural network models | Jun 30, 2024 | Uncertainty QuantificationVariational Inference | —Unverified | 0 |
| Improving Uncertainty Quantification in Large Language Models via Semantic Embeddings | Oct 30, 2024 | Question AnsweringUncertainty Quantification | —Unverified | 0 |
| Incentivize without Bonus: Provably Efficient Model-based Online Multi-agent RL for Markov Games | Feb 13, 2025 | Multi-agent Reinforcement LearningUncertainty Quantification | —Unverified | 0 |
| Incorporating uncertainty quantification into travel mode choice modeling: a Bayesian neural network (BNN) approach and an uncertainty-guided active survey framework | Jun 16, 2024 | Explainable artificial intelligencePrediction | —Unverified | 0 |
| Inductive Conformal Prediction under Data Scarcity: Exploring the Impacts of Nonconformity Measures | Oct 13, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Industrial Forecasting with Exponentially Smoothed Recurrent Neural Networks | Apr 9, 2020 | Load ForecastingTime Series | —Unverified | 0 |
| Inference and Uncertainty Quantification for Noisy Matrix Completion | Jun 10, 2019 | Matrix CompletionUncertainty Quantification | —Unverified | 0 |
| Inference for Large Scale Regression Models with Dependent Errors | Sep 8, 2024 | Gaussian Processesparameter estimation | —Unverified | 0 |
| Tackling small eigen-gaps: Fine-grained eigenvector estimation and inference under heteroscedastic noise | Jan 14, 2020 | Uncertainty Quantification | —Unverified | 0 |
| Combinatorial Inference on the Optimal Assortment in Multinomial Logit Models | Jan 28, 2023 | Assortment OptimizationChange Point Detection | —Unverified | 0 |
| Inferences on Mixing Probabilities and Ranking in Mixed-Membership Models | Aug 29, 2023 | Uncertainty Quantification | —Unverified | 0 |
| Inferring Change Points in High-Dimensional Regression via Approximate Message Passing | Apr 11, 2024 | regressionUncertainty Quantification | —Unverified | 0 |
| Inferring power system dynamics from synchrophasor data using Gaussian processes | May 26, 2021 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Influence of image segmentation on one-dimensional fluid dynamics predictions in the mouse pulmonary arteries | Apr 23, 2019 | DiagnosticImage Segmentation | —Unverified | 0 |
| Influence of Material Parameter Variability on the Predicted Coronary Artery Biomechanical Environment via Uncertainty Quantification | Jan 26, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Information-theoretic Analysis of Test Data Sensitivity in Uncertainty | Jul 23, 2023 | Bayesian InferenceMeta-Learning | —Unverified | 0 |
| Inherently Interpretable and Uncertainty-Aware Models for Online Learning in Cyber-Security Problems | Nov 14, 2024 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Instance-wise Uncertainty for Class Imbalance in Semantic Segmentation | Jul 17, 2024 | SegmentationSemantic Segmentation | —Unverified | 0 |
| Integral Imprecise Probability Metrics | May 22, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Integrating Generative and Physics-Based Models for Ptychographic Imaging with Uncertainty Quantification | Dec 14, 2024 | Image ReconstructionUncertainty Quantification | —Unverified | 0 |
| Integrating uncertainty quantification into randomized smoothing based robustness guarantees | Oct 27, 2024 | Out-of-Distribution DetectionUncertainty Quantification | —Unverified | 0 |
| Intent-Aware Probabilistic Trajectory Estimation for Collision Prediction with Uncertainty Quantification | Apr 4, 2019 | PredictionUncertainty Quantification | —Unverified | 0 |