2 papers
cs.SE2023
Safeguarding Learning-based Control for Smart Energy Systems with Sampling Specifications
Chih-Hong Cheng, Venkatesh Prasad Venkataramanan, Pragya Kirti Gupta +2
We study challenges using reinforcement learning in controlling energy systems, where apart from performance requirements, one has additional safety requirements such as avoiding b…
cs.LG2022
Unaligned but Safe -- Formally Compensating Performance Limitations for Imprecise 2D Object Detection
Tobias Schuster, Emmanouil Seferis, Simon Burton +1
In this paper, we consider the imperfection within machine learning-based 2D object detection and its impact on safety. We address a special sub-type of performance limitations: th…