Self-Distribution Distillation: Efficient Uncertainty Estimation

15 March 2022

Papers citing "Self-Distribution Distillation: Efficient Uncertainty Estimation"

10 / 10 papers shown

Title
Applications of Knowledge Distillation in Remote Sensing: A Survey Yassine Himeur N. Aburaed O. Elharrouss Iraklis Varlamis Shadi Atalla W. Mansoor Hussain Al Ahmad 45 4 0 18 Sep 2024
Uncertainty Estimation by Density Aware Evidential Deep Learning Taeseong Yoon Heeyoung Kim EDL UQCV 39 1 0 13 Sep 2024
Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage? Maohao Shen Jeonghun Ryu Soumya Ghosh Yuheng Bu P. Sattigeri Subhro Das Greg Wornell EDL BDL UQCV 36 2 0 09 Feb 2024
Logit-Based Ensemble Distribution Distillation for Robust Autoregressive Sequence Uncertainties Yassir Fathullah Guoxuan Xia Mark J. F. Gales UQCV 27 2 0 17 May 2023
Who Needs Decoders? Efficient Estimation of Sequence-level Attributes Yassir Fathullah Puria Radmard Adian Liusie Mark J. F. Gales OODD 24 1 0 09 May 2023
Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single Models Guoxuan Xia C. Bouganis UQCV 52 12 0 14 Mar 2023
Hyperbolic Uncertainty Aware Semantic Segmentation Bike Chen Wei Peng Xiaofeng Cao Juha Roning UQCV 21 15 0 16 Mar 2022
Prior and Posterior Networks: A Survey on Evidential Deep Learning Methods For Uncertainty Estimation Dennis Ulmer Christian Hardmeier J. Frellsen BDL UQCV UD EDL PER 48 48 0 06 Oct 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
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015