Quantifying Deep Learning Model Uncertainty in Conformal Prediction

1 June 2023

Papers citing "Quantifying Deep Learning Model Uncertainty in Conformal Prediction"

7 / 7 papers shown

Title
Learning Enhanced Structural Representations with Block-Based Uncertainties for Ocean Floor Mapping Jose Marie Antonio Minoza AI4CE 17 0 0 19 Apr 2025
LiDAR-enhanced 3D Gaussian Splatting Mapping Jian Shen Huai Yu Ji Wu Wen Yang Gui-Song Xia 3DGS 55 0 0 07 Mar 2025
Evidential Uncertainty Sets in Deep Classifiers Using Conformal Prediction Hamed Karimi Reza Samavi BDL EDL UQCV 45 1 0 16 Jun 2024
Conformalized Multimodal Uncertainty Regression and Reasoning Mimmo Parente Nastaran Darabi Alex C. Stutts Theja Tulabandhula A. R. Trivedi UQCV 34 7 0 20 Sep 2023
A Survey on Uncertainty Quantification Methods for Deep Learning Wenchong He Zhe Jiang Tingsong Xiao Zelin Xu Yukun Li BDL UQCV AI4CE 19 19 0 26 Feb 2023
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,683 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 287 9,156 0 06 Jun 2015