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Department of Electrical and Computer Engineering, NYU Tandon School of Engineering, Brooklyn, NY, USA.Email: {fn2174, ah7072, hz1922, ac5455}@nyu.edu
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End-to-end driving models trained with standard supervised pre-training can fail catastrophically when deployed in new cities, but self-supervised pre-training offers a surprisingly effective fix.