Semantics for probabilistic programming: higher-order functions, continuous distributions, and soft constraints

Semantics for probabilistic programming: higher-order functions, continuous distributions, and soft constraints

We study the semantic foundation of expressive probabilistic programming languages, that support higher-order functions, continuous distributions, and soft constraints (such as Anglican, Church, and Venture). We define a metalanguage (an idealised version of Anglican) for probabilistic computation w...

Disgrifiad llawn

Manylion Llyfryddiaeth
Prif Awduron:	Yang, H, Staton, S, Wood, F, Heunen, C, Kammar, O
Fformat:	Conference item
Cyhoeddwyd:	Association for Computing Machinery 2016

Eitemau Tebyg

A convenient category for higher-order probability theory
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Cyhoeddwyd: (2017)

Commutative semantics for probabilistic programming
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Cyhoeddwyd: (2017)

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Automatic inference for higher-order probabilistic programs
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Higher order automatic differentiation of higher order functions
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Higher Order Automatic Differentiation of Higher Order Functions
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On the Termination Problem for Probabilistic Higher-Order Recursive Programs
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𝜆ₛ: computable semantics for differentiable programming with higher-order functions and datatypes
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Probabilistic programming with exact conditions
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On Higher-Order Probabilistic Subrecursion
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Extensional Semantics for Higher-Order Logic Programs with Negation
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Probabilistic Logic Programming with Conditional Constraints
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Coalgebraic Semantics for Probabilistic Logic Programming
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Coalgebraic Trace Semantics for Continuous Probabilistic Transition Systems
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Higher-order semantics for quantum programming languages with classical control
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Game Semantics Based Equivalence Checking of Higher−Order Programs
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Cyhoeddwyd: (2012)

Game semantics based equivalence checking of higher-order programs
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Probabilistic Distributional Semantics with Latent Variable Models
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A Probabilistic Higher-order Fixpoint Logic
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Many−Valued Disjunctive Logic Programs with Probabilistic Semantics
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Semantics of Higher-Order Recursion Schemes
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Equivalence of two Fixed-Point Semantics for Definitional Higher-Order Logic Programs
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ADEV: Sound Automatic Differentiation of Expected Values of probabilistic programs
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Tightly Integrated Probabilistic Description Logic Programs for the Semantic Web
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Tightly Coupled Probabilistic Description Logic Programs for the Semantic Web
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Tightly Coupled Probabilistic Description Logic Programs for the Semantic Web.
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Categorical semantics for arrows
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Categorical semantics for arrows
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Modified converse duality for multiobjective higher order Wolfe type dual program with cone constraints
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ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs
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Probabilistic Description Logic Programs under Inheritance with Overriding for the Semantic Web
gan: Lukasiewicz, T
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Fixpoint Characterizations for Many−Valued Disjunctive Logic Programs with Probabilistic Semantics
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Local Soft Constraints in Distributed Energy Scheduling
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Cyhoeddwyd: (2016-10-01)