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Uncertainty Quantification

663 directly classified papers

Papers per year

Papers

Uncertainty Estimation for Multi-view Data: The Power of Seeing the Whole Picture NIPS 2022
Bayesian Spline Learning for Equation Discovery of Nonlinear Dynamics with Quantified Uncertainty NIPS 2022
A Consistent and Differentiable Lp Canonical Calibration Error Estimator NIPS 2022
Better Uncertainty Calibration via Proper Scores for Classification and Beyond NIPS 2022
Single Model Uncertainty Estimation via Stochastic Data Centering NIPS 2022
Autoinverse: Uncertainty Aware Inversion of Neural Networks NIPS 2022
Instance-Based Uncertainty Estimation for Gradient-Boosted Regression Trees NIPS 2022
Embed and Emulate: Learning to estimate parameters of dynamical systems with uncertainty quantification NIPS 2022
Introspective Learning : A Two-Stage approach for Inference in Neural Networks NIPS 2022
What Makes Graph Neural Networks Miscalibrated? NIPS 2022
CARD: Classification and Regression Diffusion Models NIPS 2022
Uncertainty Estimation via Response Scaling for Pseudo-Mask Noise Mitigation in Weakly-Supervised Semantic Segmentation AAAI 2022
Evidential Neighborhood Contrastive Learning for Universal Domain Adaptation AAAI 2022
Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates AAAI 2022
Out of Distribution Data Detection Using Dropout Bayesian Neural Networks AAAI 2022
Inference and Learning with Model Uncertainty in Probabilistic Logic Programs AAAI 2022
Transformer Uncertainty Estimation with Hierarchical Stochastic Attention AAAI 2022
EasySED: Trusted Sound Event Detection with Self-Distillation AAAI 2022
On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification NIPS 2022
Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters NIPS 2022
Uncertainty-Aware Reinforcement Learning for Risk-Sensitive Player Evaluation in Sports Game NIPS 2022
UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANs NIPS 2022
Learning Confidence for Transformer-based Neural Machine Translation ACL 2022
A Risk-Averse Mechanism for Suicidality Assessment on Social Media ACL 2022
Answer Uncertainty and Unanswerability in Multiple-Choice Machine Reading Comprehension ACL 2022