Uncertainty Quantification Metrics for Deep Regression

7 May 2024

Papers citing "Uncertainty Quantification Metrics for Deep Regression"

5 / 5 papers shown

Title
Continuous Normalizing Flows for Uncertainty-Aware Human Pose Estimation Shipeng Liu Ziliang Xiong Bastian Wandt Per-Erik Forssén 40 0 0 04 May 2025
Probabilistic Neural Networks (PNNs) with t-Distributed Outputs: Adaptive Prediction Intervals Beyond Gaussian Assumptions Farhad Pourkamali-Anaraki OOD UQCV 53 0 0 16 Mar 2025
Single-model uncertainty quantification in neural network potentials does not consistently outperform model ensembles Aik Rui Tan S. Urata Samuel Goldman Johannes C. B. Dietschreit Rafael Gómez-Bombarelli BDL 38 42 0 02 May 2023
NOMU: Neural Optimization-based Model Uncertainty Jakob Heiss Jakob Weissteiner Hanna Wutte Sven Seuken Josef Teichmann BDL 37 19 0 26 Feb 2021
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016