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In molecular dynamics, the target distribution is usually the Boltzmann distribution, that is, the probability of high-energy configurations decays exponentially.
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10/14/2026
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UnverifiedThis research models the log density ratio between the target distribution and the base distribution as the negative of the base distribution's Stein operator applied to the displacement field, plus a normalization constant.66% similarUnverifiedThe residual distribution is defined as: for tokens where the target model probability p(x) is greater than the draft model probability q(x), the residual probability is proportional to max(0, p(x) - q(x)).64% similarPartially VerifiedThe more certain a distribution is, the lower its entropy and the shorter the required encoding; the more random a distribution is (such as a uniform distribution), the higher its entropy.64% similarUnverifiedAssuming the data follows a Bernoulli or multinomial distribution, maximizing the likelihood is equivalent to minimizing the cross-entropy loss function.60% similarUnverifiedThe tail decay of a Gaussian distribution is exponential, so extreme values are almost entirely unexpected.60% similar
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