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We should look at Church, Prism, ProbLog, CLP(BN) and all of the other interesting approach to probabilistic logic programming.
Markov Chain Monte Carlo & Gibbs Sampling seem to be the hot topic these days. It's interesting that some promising work has been executing this stuff on GPUs.