Fail-Safe Execution of Deep Learning based Systems through Uncertainty
Monitoring

Fail-Safe Execution of Deep Learning based Systems through Uncertainty Monitoring

1 February 2021

Paolo Tonella

Papers citing "Fail-Safe Execution of Deep Learning based Systems through Uncertainty Monitoring"

5 / 5 papers shown

Title
Predicting Safety Misbehaviours in Autonomous Driving Systems using Uncertainty Quantification Ruben Grewal Paolo Tonella Andrea Stocco 27 9 0 29 Apr 2024
A Closer Look at AUROC and AUPRC under Class Imbalance Matthew B. A. McDermott Lasse Hyldig Hansen Haoran Zhang Giovanni Angelotti Jack Gallifant 31 27 0 11 Jan 2024
SMARLA: A Safety Monitoring Approach for Deep Reinforcement Learning Agents Amirhossein Zolfagharian Manel Abdellatif Lionel C. Briand S. Ramesh 13 5 0 03 Aug 2023
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,042 0 06 Jun 2015