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The lateral
connections form an MRF.
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The MRF is used
during learning and generation.
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The MRF is not
used for inference.
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This
is a novel idea so vision
researchers dont like it.
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The MRF enforces
constraints. During inference,
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constraints do
not need to be enforced because the data
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obeys them.
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The
constraints only need to be enforced during
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generation.
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Unobserved
hidden units cannot enforce constraints.
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This
requires lateral connections or observed
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descendants.
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