A Data-Driven Measure of Relative Uncertainty for Misclassification
Detection

A Data-Driven Measure of Relative Uncertainty for Misclassification Detection

2 June 2023

Eduardo Dadalto Camara Gomes

Marco Romanelli

Pablo Piantanida

Papers citing "A Data-Driven Measure of Relative Uncertainty for Misclassification Detection"

10 / 10 papers shown

Title
RAT: Boosting Misclassification Detection Ability without Extra Data Ge Yan Tsui-Wei Weng AAML 90 0 0 18 Mar 2025
Predicting Probabilities of Error to Combine Quantization and Early Exiting: QuEE Florence Regol Joud Chataoui Bertrand Charpentier Mark J. Coates Pablo Piantanida Stephan Gunnemann 33 0 0 20 Jun 2024
Beyond the Norms: Detecting Prediction Errors in Regression Models A. Altieri Marco Romanelli Georg Pichler F. Alberge Pablo Piantanida 31 0 0 11 Jun 2024
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward Xuan Xie Jiayang Song Zhehua Zhou Yuheng Huang Da Song Lei Ma OffRL 35 6 0 12 Apr 2024
SwiftLearn: A Data-Efficient Training Method of Deep Learning Models using Importance Sampling Habib Hajimolahoseini Omar Mohamed Awad Walid Ahmed Austin Wen Saina Asani ... Farnoosh Javadi Mehdi Ahmadi Foozhan Ataiefard Kangling Liu Yang Liu 19 2 0 25 Nov 2023
Mitigating Neural Network Overconfidence with Logit Normalization Hongxin Wei Renchunzi Xie Hao-Ran Cheng Lei Feng Bo An Yixuan Li OODD 163 266 0 19 May 2022
Nonparametric Uncertainty Quantification for Single Deterministic Neural Network Nikita Kotelevskii A. Artemenkov Kirill Fedyanin Fedor Noskov Alexander Fishkov Artem Shelmanov Artem Vazhentsev Aleksandr Petiushko Maxim Panov UQCV BDL 43 25 0 07 Feb 2022
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,652 0 05 Dec 2016
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 247 36,237 0 25 Aug 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,109 0 06 Jun 2015