Appendix The introduction of convolution and attention to the space of rays in 3D required additional geometric

H = {( γ,t )|γ [0 , 2π ), t R }. R is the quotient space SE (3)/( SO (2) R ) up to isomorphism. SO (3) is a semidirect product group as stated in [18].