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01 ·Agents·★ MEMBER·PAPER·9 min read End-to-End Driving from Scratch — Perception to Control in a Single Network End-to-end autonomous driving learns everything from camera pixels to steering in one neural network. Starting from zero, we cover how it differs from the modular stack, imitation learning and distribution shift, why 'predicting the average' causes crashes, and why interpretability and validation remain the hard part.