Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance?

30 May 2022

Xiao Xiang Zhu

Papers citing "Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance?"

3 / 3 papers shown

Title
Eliciting and Learning with Soft Labels from Every Annotator K. M. Collins Umang Bhatt Adrian Weller 16 44 0 02 Jul 2022
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015