Unifying Evaluation of Machine Learning Safety Monitors

31 August 2022

Papers citing "Unifying Evaluation of Machine Learning Safety Monitors"

6 / 6 papers shown

Title
Enhancing System Self-Awareness and Trust of AI: A Case Study in Trajectory Prediction and Planning Lars Ullrich Zurab Mujirishvili Knut Graichen 47 0 0 25 Apr 2025
Can we Defend Against the Unknown? An Empirical Study About Threshold Selection for Neural Network Monitoring Khoi Tran Dang Kevin Delmas Jérémie Guiochet Joris Guérin 30 0 0 14 May 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
Ensembling Uncertainty Measures to Improve Safety of Black-Box Classifiers T. Zoppi Andrea Ceccarelli A. Bondavalli UQCV 22 0 0 23 Aug 2023
Out-Of-Distribution Detection Is Not All You Need Joris Guérin Kevin Delmas Raul Sena Ferreira Jérémie Guiochet OODD 12 31 0 29 Nov 2022
Run-Time Monitoring of Machine Learning for Robotic Perception: A Survey of Emerging Trends Q. Rahman Peter Corke Feras Dayoub OOD 19 40 0 05 Jan 2021