Probabilistic Programs with Stochastic Conditioning

               David Tolpin 1 Yuan Zhou 2 Tom Rainforth 3 Hongseok Yang 4

             Abstract               the probability (mass or density) of the observation given
    We tackle the problem of conditioning probabilis-    the distribution is used in inference (Carpenter et al., 2017;
    tic programs on distributions of observable vari-    Goodman & Stuhlmuller, 2014; Tolpin et al., 2016; Ge et al.,
    ables. Probabilistic programs are  ...