uncertainty quantification

1365 papers

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Also known as

UQ

Co-occurring keywords

uncertainty estimation (639) bayesian inference (1904) large language model (12755) conformal prediction (208) gaussian process (1198) variational inference (2069) out-of-distribution detection (611) epistemic uncertainty (156) neural network (6616) bayesian neural network (201)

Papers

Uncertainty-aware Unsupervised Multi-Object Tracking ICCV 2023

Adaptive Calibrator Ensemble: Navigating Test Set Difficulty in Out-of-Distribution Scenarios ICCV 2023

Representation Uncertainty in Self-Supervised Learning as Variational Inference ICCV 2023

Probabilistic Modeling of Inter- and Intra-observer Variability in Medical Image Segmentation ICCV 2023

Uncertainty-aware State Space Transformer for Egocentric 3D Hand Trajectory Forecasting ICCV 2023

Bayesian Optimization-Based Combinatorial Assignment AAAI 2023

Normalizing Flow Ensembles for Rich Aleatoric and Epistemic Uncertainty Modeling AAAI 2023

Evidential Conditional Neural Processes AAAI 2023

Scalable Bayesian Meta-Learning through Generalized Implicit Gradients AAAI 2023

Improving Adaptive Conformal Prediction Using Self-Supervised Learning AISTATS 2023

Calibrating Neural Simulation-Based Inference with Differentiable Coverage Probability NIPS 2023

TrEP: Transformer-Based Evidential Prediction for Pedestrian Intention with Uncertainty AAAI 2023

Probabilistic Shape Models of Anatomy Directly from Images AAAI 2023

Wasserstein Actor-Critic: Directed Exploration via Optimism for Continuous-Actions Control AAAI 2023

Risk Bounds on Aleatoric Uncertainty Recovery AISTATS 2023

Conformalized matrix completion NIPS 2023

Explaining the Uncertainty in AI-Assisted Decision Making AAAI 2023

Quantification of Uncertainty with Adversarial Models NIPS 2023

Predict-then-Calibrate: A New Perspective of Robust Contextual LP NIPS 2023

Uncertainty-Aware Image Captioning AAAI 2023

Dual Memory Units with Uncertainty Regulation for Weakly Supervised Video Anomaly Detection AAAI 2023

Approximating Full Conformal Prediction at Scale via Influence Functions AAAI 2023

Semi-Supervised Deep Regression with Uncertainty Consistency and Variational Model Ensembling via Bayesian Neural Networks AAAI 2023

Uncertainty-Aware Bootstrap Learning for Joint Extraction on Distantly-Supervised Data ACL 2023

Ambiguity Meets Uncertainty: Investigating Uncertainty Estimation for Word Sense Disambiguation ACL 2023