At IROS this year, we did long-term (9s ahead) human trajectory prediction using diffusion of human movement tokens. The diffusion sampling was guided by Hamilton Jacobi reachability.
https://arxiv.org/abs/2405.19528
https://arxiv.org/abs/2405.19528
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