Causation

A Modular Self-Driving System Breaks Driving Into Easier Tasks

A modular self-driving pipeline can separate vehicle detection, pedestrian detection, and path selection. Each module learns a narrower mapping than an end-to-end model that maps raw inputs directly to driving actions. When labeled examples for these intermediate tasks are more available than labeled input-action pairs, the modular design can fit the available training data better.

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Updated 2026-08-30

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