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uncertainty calibration

58 papers

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Also known as

UC

Co-occurring keywords

uncertainty quantification (1393) large language model (13587) model calibration (232) variational inference (2069) ensemble learning (1274) temperature scaling (67) predictive uncertainty (79) out-of-distribution detection (617) ensemble method (564) gaussian process (1200)

Papers

Stationary Activations for Uncertainty Calibration in Deep Learning NIPS 2020
Improving model calibration with accuracy versus uncertainty optimization NIPS 2020
Mix-n-Match : Ensemble and Compositional Methods for Uncertainty Calibration in Deep Learning ICML 2020
Maximizing Overall Diversity for Improved Uncertainty Estimates in Deep Ensembles AAAI 2020
Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation UAI 2019
Calibrated Model-Based Deep Reinforcement Learning ICML 2019
Accurate Uncertainties for Deep Learning Using Calibrated Regression ICML 2018
Uncertainty-Aware Attention for Reliable Interpretation and Prediction NIPS 2018