| CPC B60W 50/0205 (2013.01) [B60W 60/001 (2020.02); B60W 2050/021 (2013.01); B60W 2420/403 (2013.01); B60W 2554/404 (2020.02)] | 30 Claims |

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1. At least one processor comprising:
one or more circuits to:
receive ground truth data and perception data, the perception data generated based at least one or more machine learning models processing sensor data captured at a time corresponding to the ground truth data;
compute, based at least a first forward simulation, one or more first control decisions of one or more machine components processing first input data corresponding to the ground truth data;
compute, based at least on a second forward simulation, one or more second control decisions of the one or more machine components processing second input data corresponding to the perception data;
determine whether a fault is present based at least on comparing the one or more first control decisions to the one or more second control decisions; and
compute one or more key performance indicators (KPIs) based at least on the determination of whether the fault is present.
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