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Evidence Lower Bound (ELBO) Formula
The evidence lower bound (ELBO), denoted as , is defined as: , where is an arbitrary probability distribution over latent variables , and represents observed variables. always has at most the same value as the desired log-probability, since the difference between and is given by the Kullback-Leibler (KL) divergence, which is always nonnegative. The two values are equal if and only if is the same distribution as the true posterior . can be rearranged through algebra into the simpler form . Thus, we can think of inference as the procedure for finding the distribution that maximizes .
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Updated 2026-06-20
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