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Dominik Wagner

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  • LAFI2 editions2022–2023

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titleconferencedate
On the Reparameterisation Gradient for Non-Differentiable but Continuous ModelsLAFI 20232023-01-15
Claim: the reparameterisation gradient is unbiased for continuous but possibly non-differentiable probabilistic programs. Proof uses a categorical denotational…
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A Language and Smoothed Semantics for Convergent Stochastic Gradient DescentLAFI 20222022-01-16
Provides a smoothed denotational semantics (in Frölicher spaces) plus a mild type system forbidding parameter-dependent guards that ensures any typable…
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