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We present an Angluin-style algorithm to learn nominal automata, which are acceptors of languages over infinite (structured) alphabets. The abstract approach we take allows us to seamlessly extend known variations of the algorithm to this…

形式语言与自动机理论 · 计算机科学 2018-12-18 Joshua Moerman , Matteo Sammartino , Alexandra Silva , Bartek Klin , Michał Szynwelski

This book is a graduate-level introduction to probabilistic programming. It not only provides a thorough background for anyone wishing to use a probabilistic programming system, but also introduces the techniques needed to design and build…

机器学习 · 统计学 2021-10-20 Jan-Willem van de Meent , Brooks Paige , Hongseok Yang , Frank Wood

We propose a new declarative planning language, called K, which is based on principles and methods of logic programming. In this language, transitions between states of knowledge can be described, rather than transitions between completely…

人工智能 · 计算机科学 2008-02-21 Thomas Eiter , Wolfgang Faber , Nicola Leone , Gerald Pfeifer , Axel Polleres

Recent work in model-agnostic explanations of black-box machine learning has demonstrated that interpretability of complex models does not have to come at the cost of accuracy or model flexibility. However, it is not clear what kind of…

机器学习 · 统计学 2016-11-24 Sameer Singh , Marco Tulio Ribeiro , Carlos Guestrin

In this paper, we facilitate the reasoning about impure programming languages, by annotating terms with `decorations' that describe what computational (side) effect evaluation of a term may involve. In a point-free categorical…

计算机科学中的逻辑 · 计算机科学 2018-10-17 Burak Ekici

These lecture notes are intended as a supplement to Moore and Mertens' The Nature of Computation or as a standalone resource, and are available to anyone who wants to use them. Comments are welcome, and please let me know if you use these…

计算复杂性 · 计算机科学 2019-08-01 Cristopher Moore

Prompt programming treats large language model prompts as software components with typed interfaces. Based on a literature survey of 15 recent works from 2023 to 2025, we observe a consistent trend: type systems are central to emerging…

编程语言 · 计算机科学 2025-08-19 Abhijit Paul

In logic programming, dynamic scheduling refers to a situation where the selection of the atom in each resolution (computation) step is determined at runtime, as opposed to a fixed selection rule such as the left-to-right one of Prolog.…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Annalisa Bossi , Sandro Etalle , Sabina Rossi , Jan-Georg Smaus

Deterministic synchronous systems consisting of two finite automata running in opposite directions on a shared read-only input are studied with respect to their ability to perform reversible computations, which means that the automata are…

形式语言与自动机理论 · 计算机科学 2023-09-07 Martin Kutrib , Andreas Malcher

Answer Set Programming (ASP) is a widely used declarative programming paradigm that has shown great potential in solving complex computational problems. However, the inability to natively support non-integer arithmetic has been highlighted…

人工智能 · 计算机科学 2023-12-08 Francesco Pacenza , Jessica Zangari

We introduce a new method, combination of random testing and abstract interpretation, for the analysis of programs featuring both probabilistic and non-probabilistic nondeterminism. After introducing "ordinary" testing, we show how to…

编程语言 · 计算机科学 2007-05-23 David Monniaux

Large language models (LLMs) have shown astonishing capability of generating software code, leading to its use to support developers in programming. Proposed tools have relied either on assistants for improved auto-complete or multi-agents,…

软件工程 · 计算机科学 2026-04-10 Jorge Melegati

Graphical models in probability and statistics are a core concept in the area of probabilistic reasoning and probabilistic programming-graphical models include Bayesian networks and factor graphs. In this paper we develop a new model of…

人工智能 · 计算机科学 2022-01-20 Albert Benveniste , Jean-Baptiste Raclet

Automata over infinite alphabets have emerged as a convenient computational model for processing structures involving data, such as nonces in cryptographic protocols or data values in XML documents. We introduce active learning methods for…

形式语言与自动机理论 · 计算机科学 2026-03-27 Florian Frank , Stefan Milius , Jurriaan Rot , Henning Urbat

In this paper, we present a novel approach of automated evaluation of programming assignments~(AEPA) the highlight of which is that it automatically identifies multiple solution approaches to the programming question from the set of…

软件工程 · 计算机科学 2021-03-25 Nikhila KN , Sujit Kumar Chakrabarti , Manish Gupta

Over the last decades the development of ASP has brought about an expressive modeling language powered by highly performant systems. At the same time, it gets more and more difficult to provide semantic underpinnings capturing the resulting…

人工智能 · 计算机科学 2021-08-09 Pedro Cabalar , Jorge Fandinno , Torsten Schaub , Philipp Wanko

Rapid technological progress in computer sciences finds solutions and at the same time creates ever more complex requirements. Due to an evolving complexity todays programming languages provide powerful frameworks which offer standard…

人机交互 · 计算机科学 2019-05-17 Igor Ivkic , Alexander Wöhrer , Markus Tauber

Logic can be made useful for programming and for databases independently of logic programming. To be useful in this way, logic has to provide a mechanism for the definition of new functions and new relations on the basis of those given in…

计算机科学中的逻辑 · 计算机科学 2014-12-30 M. H. van Emden

We study transformational program logics for correctness and incorrectness that we extend to explicitly handle both termination and nontermination. We show that the logics are abstract interpretations of the right image transformer for a…

计算机科学中的逻辑 · 计算机科学 2023-11-27 Patrick Cousot

Predictive models are fundamental to engineering reliable software systems. However, designing conservative, computable approximations for the behavior of programs (static analyses) remains a difficult and error-prone process for modern…

编程语言 · 计算机科学 2011-05-10 David Van Horn , Matthew Might
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