Research papers · Posted 2024.05.21 · Publication / acceptance: author-reported
System Safety Monitoring of Learned Components Using Temporal Metric Forecasting
System Safety Monitoring of Learned Components Using Temporal Metric Forecasting
Overview
The study forecasts safety metrics from learned-component outputs and operating context using probabilistic time-series models. Driving and aviation cases compare violation prediction, latency and resource use across forecasting horizons and model architectures.
Publication and version information
Publication, acceptance or venue information is author-reported on arXiv. The exact source wording is preserved below.
Author-supplied source information
Author-supplied information on arXiv.
Accepted for publication by ACM Transactions on Software Engineering and Methodology (TOSEM)
Version: arXiv v3 — manuscript revision