Maximilian Igl
maxigl.bsky.social
Maximilian Igl
@maxigl.bsky.social
RS at Nvidia focussing on autonomous vehicles, simulation and RL. Opinions my own and do not represent those of my employer, Nvidia.
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.
January 3, 2025 at 1:52 PM
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.
January 3, 2025 at 7:26 AM