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...

Bibliográfalaš dieđut
Váldodahkkit:	Yang, H, Staton, S, Wood, F, Heunen, C, Kammar, O
Materiálatiipa:	Conference item
Almmustuhtton:	Association for Computing Machinery 2016

Geahča maid

A convenient category for higher-order probability theory
Dahkki: Heunen, C, et al.
Almmustuhtton: (2017)

Commutative semantics for probabilistic programming
Dahkki: Staton, S
Almmustuhtton: (2017)

A domain theory for statistical probabilistic programming
Dahkki: Vákár, M, et al.
Almmustuhtton: (2019)

Compositional semantics for probabilistic programs with exact conditioning
Dahkki: Stein, D, et al.
Almmustuhtton: (2021)

Probabilistic programming semantics for name generation
Dahkki: Sabok, M, et al.
Almmustuhtton: (2021)

Denotational validation of higher-order Bayesian inference
Dahkki: Scibior, A, et al.
Almmustuhtton: (2018)

On probabilistic termination of functional programs with continuous distributions
Dahkki: Beutner, R, et al.
Almmustuhtton: (2021)

Automatic inference for higher-order probabilistic programs
Dahkki: Paige, T
Almmustuhtton: (2016)

Higher order automatic differentiation of higher order functions
Dahkki: Huot, M, et al.
Almmustuhtton: (2022)

Higher Order Automatic Differentiation of Higher Order Functions
Dahkki: Mathieu Huot, et al.
Almmustuhtton: (2022-03-01)

On the Termination Problem for Probabilistic Higher-Order Recursive Programs
Dahkki: Naoki Kobayashi, et al.
Almmustuhtton: (2020-10-01)

𝜆ₛ: computable semantics for differentiable programming with higher-order functions and datatypes
Dahkki: Sherman, Benjamin, et al.
Almmustuhtton: (2021)

Probabilistic programming with exact conditions
Dahkki: Stein, D, et al.
Almmustuhtton: (2024)

On Higher-Order Probabilistic Subrecursion
Dahkki: Flavien Breuvart, et al.
Almmustuhtton: (2021-12-01)

Extensional Semantics for Higher-Order Logic Programs with Negation
Dahkki: Panos Rondogiannis, et al.
Almmustuhtton: (2018-06-01)

Probabilistic Logic Programming with Conditional Constraints
Dahkki: Lukasiewicz, T
Almmustuhtton: (2001)

Coalgebraic Semantics for Probabilistic Logic Programming
Dahkki: Tao Gu, et al.
Almmustuhtton: (2021-04-01)

Coalgebraic Trace Semantics for Continuous Probabilistic Transition Systems
Dahkki: Henning Kerstan, et al.
Almmustuhtton: (2013-12-01)

Higher-order semantics for quantum programming languages with classical control
Dahkki: Atzemoglou, GP
Almmustuhtton: (2012)

Game Semantics Based Equivalence Checking of Higher−Order Programs
Dahkki: Hopkins, D
Almmustuhtton: (2012)

Game semantics based equivalence checking of higher-order programs
Dahkki: Hopkins, D, et al.
Almmustuhtton: (2012)

Many−Valued First−Order Logics with Probabilistic Semantics
Dahkki: Lukasiewicz, T
Almmustuhtton: (1999)

Probabilistic Distributional Semantics with Latent Variable Models
Dahkki: Diarmuid Ó Séaghdha, et al.
Almmustuhtton: (2021-03-01)

A Probabilistic Higher-order Fixpoint Logic
Dahkki: Yo Mitani, et al.
Almmustuhtton: (2021-12-01)

Many−Valued Disjunctive Logic Programs with Probabilistic Semantics
Dahkki: Lukasiewicz, T
Almmustuhtton: (1999)

Concrete categories and higher-order recursion
Dahkki: Matache, C, et al.
Almmustuhtton: (2022)

Higher Order Unification and the Semantics of Focus
Dahkki: Pulman, S
Almmustuhtton: (1993)

Semantics of Higher-Order Recursion Schemes
Dahkki: Jiri Adamek, et al.
Almmustuhtton: (2011-04-01)

Equivalence of two Fixed-Point Semantics for Definitional Higher-Order Logic Programs
Dahkki: Angelos Charalambidis, et al.
Almmustuhtton: (2015-09-01)

ADEV: Sound Automatic Differentiation of Expected Values of probabilistic programs
Dahkki: Lew, AK, et al.
Almmustuhtton: (2023)

Tightly Integrated Probabilistic Description Logic Programs for the Semantic Web
Dahkki: Calì, A, et al.
Almmustuhtton: (2007)

Tightly Coupled Probabilistic Description Logic Programs for the Semantic Web
Dahkki: Calì, A, et al.
Almmustuhtton: (2009)

Tightly Coupled Probabilistic Description Logic Programs for the Semantic Web.
Dahkki: Calì, A, et al.
Almmustuhtton: (2009)

Categorical semantics for arrows
Dahkki: Jacobs, B, et al.
Almmustuhtton: (2009)

Categorical semantics for arrows
Dahkki: Jacobs, B, et al.
Almmustuhtton: (2009)

Modified converse duality for multiobjective higher order Wolfe type dual program with cone constraints
Dahkki: Sethi Sonali, et al.
Almmustuhtton: (2023-01-01)

ADEV: Sound Automatic Differentiation of Expected Values of Probabilistic Programs
Dahkki: Lew, Alexander K., et al.
Almmustuhtton: (2023)

Probabilistic Description Logic Programs under Inheritance with Overriding for the Semantic Web
Dahkki: Lukasiewicz, T
Almmustuhtton: (2008)

Fixpoint Characterizations for Many−Valued Disjunctive Logic Programs with Probabilistic Semantics
Dahkki: Lukasiewicz, T
Almmustuhtton: (2001)

Local Soft Constraints in Distributed Energy Scheduling
Dahkki: Astrid Nieße, et al.
Almmustuhtton: (2016-10-01)