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We provide a novel notion of what it means to be interpretable, looking past the usual association with human understanding. Our key insight is that interpretability is not an absolute concept and so we define it relative to a target model,…

人工智能 · 计算机科学 2017-07-14 Amit Dhurandhar , Vijay Iyengar , Ronny Luss , Karthikeyan Shanmugam

A theory of how agents can come to understand a language is presented. If understanding a sentence $\alpha$ is to associate an operator with $\alpha$ that transforms the representational state of the agent as intended by the sender, then…

信息论 · 计算机科学 2015-05-29 Eric Werner

We seize the opportunity of the publication of selected papers from the \emph{Logic, categories, semantics} workshop in the \emph{Journal of Applied Logic} to survey some current trends in logic, namely intuitionistic and linear type…

范畴论 · 数学 2014-02-07 Jean Gillibert , Christian Retoré

In this paper we provide a unifying description of different types of semantics of modal logic found in the literature via the framework of topological categories. In the style of categorical logic, we establish an exact correspondence…

范畴论 · 数学 2023-08-01 Lingyuan Ye

Category Theory provides us with a clear notion of what is an internal structure. This will allow us to focus our attention on a certain type of relationship between context and structure.

范畴论 · 数学 2022-10-04 Dominique Bourn

Process theories combine a graphical language for compositional reasoning with an underlying categorical semantics. They have been successfully applied to fields such as quantum computation, natural language processing, linear dynamical…

计算机科学中的逻辑 · 计算机科学 2018-05-17 Dan Marsden , Fabrizio Genovese

In this paper, we propose a framework for graph signal processing using category theory. The aim is to generalize a few recent works on probabilistic approaches to graph signal processing, which handle signal and graph uncertainties.

信号处理 · 电气工程与系统科学 2023-02-27 Feng Ji , Xingchao Jian , Wee Peng Tay

An algebraic formalism for the study of interacting particle systems is developed. Particle processes are described in terms of the category theory. The problem for the unique description of these processes is discussed. Categories relevant…

量子代数 · 数学 2007-05-23 Wladyslaw Marcinek

We examine the use of classes to formulate several categorical notions. This leads to two proposals: an explicit structure for working with subobjects, and a hierarchy of $k$-classes. We apply the latter to both ordinary and higher…

范畴论 · 数学 2018-07-27 Paul Blain Levy

We introduce the notion of a logical model category which is a Quillen model category satisfying some additional conditions. Those conditions provide enough expressive power that one can soundly interpret dependent products and sums in it.…

逻辑 · 数学 2012-08-30 Peter Arndt , Chris Kapulkin

We develop semantics and syntax for bicategorical type theory. Bicategorical type theory features contexts, types, terms, and directed reductions between terms. This type theory is naturally interpreted in a class of structured…

计算机科学中的逻辑 · 计算机科学 2023-10-13 Benedikt Ahrens , Paige Randall North , Niels van der Weide

The ubiquity of machine learning based predictive models in modern society naturally leads people to ask how trustworthy those models are? In predictive modeling, it is quite common to induce a trade-off between accuracy and…

机器学习 · 计算机科学 2019-04-05 John Mitros , Brian Mac Namee

In these lecture notes, we give a brief introduction to some elements of category theory. The choice of topics is guided by applications to functional programming. Firstly, we study initial algebras, which provide a mathematical…

编程语言 · 计算机科学 2026-03-09 Benedikt Ahrens , Kobe Wullaert

We study, in an abstract axiomatic setting, the notion of sectional category of a morphism. From this, we unify and generalize known results about this invariant in different settings as well as we deduce new applications.

范畴论 · 数学 2012-02-23 F. Diaz , J. Calcines , P. Garcia , A. Murillo , J. Remedios

This thesis develops the translation between category theory and computational linguistics as a foundation for natural language processing. The three chapters deal with syntax, semantics and pragmatics. First, string diagrams provide a…

计算与语言 · 计算机科学 2022-12-14 Giovanni de Felice

Protocol narrations are widely used in security as semi-formal notations to specify conversations between roles. We define a translation from a protocol narration to the sequences of operations to be performed by each role. Unlike previous…

计算机科学中的逻辑 · 计算机科学 2009-10-28 Yannick Chevalier , Michael Rusinowitch

Conference key agreement (CKA), or multipartite key distribution, is a cryptographic task where more than two parties wish to establish a common secret key. A composition of bipartite quantum key distribution protocols can accomplish this…

量子物理 · 物理学 2020-10-06 Gláucia Murta , Federico Grasselli , Hermann Kampermann , Dagmar Bruß

Explainable AI (XAI) aims to address the human need for safe and reliable AI systems. However, numerous surveys emphasize the absence of a sound mathematical formalization of key XAI notions -- remarkably including the term "explanation"…

人工智能 · 计算机科学 2023-09-19 Pietro Barbiero , Stefano Fioravanti , Francesco Giannini , Alberto Tonda , Pietro Lio , Elena Di Lavore

We introduce basic notions in category theory to type theorists, including comprehension categories, categories with attributes, contextual categories, type categories, and categories with families along with additional discussions that are…

计算机科学中的逻辑 · 计算机科学 2022-04-05 Tesla Zhang

We introduce generative interpretation, a new approach to estimating contractual meaning using large language models. As AI triumphalism is the order of the day, we proceed by way of grounded case studies, each illustrating the capabilities…

计算与语言 · 计算机科学 2023-08-15 Yonathan A. Arbel , David Hoffman
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