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OPTED: On-Policy Fine-Tuning for End-to-End Driving using a Render-Free Teacher

Da Col, Damiano et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitionmachine-learningrobotics
As scaling pre-training data alone yields diminishing returns, post-training is becoming increasingly important across physical AI domains such as autonomous driving. End-to-end driving policies are pre-trained in open loop with behavior cloning on human demonstrations. However, compounding errors d
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