CDS combines parallel tempering for initial exploration with exact diffusion transport via conditional interpolants to sample unnormalized multimodal distributions more efficiently.
We differentiate with respect tot: ∂ ∂t πt|z ◦F t|z (y) Jt(y) +π t|z Ft|z(y) ∂ ∂t Jt(y) = 0.(62) We analyze the first term
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Conditional Diffusion Sampling
CDS combines parallel tempering for initial exploration with exact diffusion transport via conditional interpolants to sample unnormalized multimodal distributions more efficiently.