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I noticed a bug in this code.
In the data_nuscene.pkl you provided, you are actually using the 3rd and the 7th ground truth waypoint coordinates as the acceleration and velocity value in Canbus.
This will cause severe label leakage and make your results much stronger.
I am wondering if there is a mistake in the release or you obtained your results with this data.

HenryLyu and PointsCoderacmol, liyingyanUCAS, ChonghaoSima, Zoeeeing and PointsCoder
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