PRE-TRAINED MACHINE-LEARNED SCENARIO DATA DIFFICULTY METRIC FOR VEHICLE CONTROL

DRIVE January 1, 2026
Source
A pre-trained machine-learned model, pre-generated clusters determined from embeddings generated by the machine-learned model, and/or difficulty metric(s) determined from simulation and associated with the clusters may be transmitted to and used on a vehicle. The machine-learned model may use sensor data to generate an embedding or a difficulty metric characterizing a current scenario encountered by the vehicle and the vehicle may alter operation of the vehicle based on the difficulty metric or difficulty metric(s) for the cluster associated with the embedding.

Discussion in the ATmosphere

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