I guess it also depends on the domain and action space. E.g. even in AV I'd expect Gaussians on yaw/vel to be enough, but for juke/jerk we probably want multimodal distributions.
1 year ago
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I guess it also depends on the domain and action space. E.g. even in AV I'd expect Gaussians on yaw/vel to be enough, but for juke/jerk we probably want multimodal distributions.
In my (very limited) experience: i) You can get multi-modality on trajectory level even with unimodal Gaussians, so actions being MM isn't as important. ii) When I was using a GMM, nearly all modes collapsed and it was basically a Gaussian + slightly more robust to outliers.