FILTERING AUTONOMOUS DRIVING SIMULATION SCENARIOS

A computer system for filtering autonomous driving scenarios for simulations includes circuitry and a graphical processing unit (GPU). The circuitry receives data encoding a first autonomous driving scenario, and generates a first embedding of the first autonomous driving scenario based on a model for transforming autonomous driving scenario data to an embedding. A GPU compares the first embedding to a test bank of embeddings representing other autonomous driving scenarios. If the first embedding has at least a threshold similarity to other embeddings in the test bank, the first autonomous driving scenario is discarded from a simulation pipeline for simulating autonomous driving scenarios.