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Research map / Probabilistic and scientific modeling / Variational and generative sampling

On the Limitations of Representing Functions on Sets

ICML 2019 · Probabilistic and scientific modeling › Variational and generative sampling · approach: Exact inference for probabilistic programs · 27 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
increase latent dimensionsum-decomposition MLP predicting set median · Toy median task; uniform, Gaussian, and Gamma input distributionsRMSEHelped
increase input set sizesum-decomposition MLP predicting set median · Toy median task; uniform, Gaussian, and Gamma input distributionscritical latent dimensionMixed

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