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08/11/2023
Safeguarding Learning-based Control for Smart Energy Systems with Sampling Specifications
We study challenges using reinforcement learning in controlling energy s...
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09/23/2022
Facilitating Change Implementation for Continuous ML-Safety Assurance
We propose a method for deploying a safety-critical machine-learning com...
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02/10/2022
Unaligned but Safe – Formally Compensating Performance Limitations for Imprecise 2D Object Detection
In this paper, we consider the imperfection within machine learning-base...
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01/14/2022
A causal model of safety assurance for machine learning
This paper proposes a framework based on a causal model of safety upon w...
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11/04/2021
Logically Sound Arguments for the Effectiveness of ML Safety Measures
We investigate the issues of achieving sufficient rigor in the arguments...
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07/23/2021