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When trained on language data, do transformers learn some arbitrary computation that utilizes the full capacity of the architecture or do they learn a simpler, tree-like computation, hypothesized to underlie compositional meaning systems…

计算与语言 · 计算机科学 2022-11-07 Shikhar Murty , Pratyusha Sharma , Jacob Andreas , Christopher D. Manning

Entrainment of randomly coupled oscillator networks by periodic external forcing applied to a subset of elements is numerically and analytically investigated. For a large class of interaction functions, we find that the entrainment window…

无序系统与神经网络 · 物理学 2015-06-25 Hiroshi Kori , Alexander S. Mikhailov

During the last decade, various approaches have been put forward to integrate business processes with different types of data. Each of such approaches reflects specific demands in the whole process-data integration spectrum. One particular…

人工智能 · 计算机科学 2020-06-12 Silvio Ghilardi , Alessandro Gianola , Marco Montali , Andrey Rivkin

Categorical semantics of type theories are often characterized as structure-preserving functors. This is because in category theory both the syntax and the domain of interpretation are uniformly treated as structured categories, so that we…

编程语言 · 计算机科学 2024-02-14 Shin-ya Katsumata , Xavier Rival , Jérémy Dubut

Recurrent neural networks (RNNs) process input text sequentially and model the conditional transition between word tokens. In contrast, the advantages of recursive networks include that they explicitly model the compositionality and the…

计算与语言 · 计算机科学 2017-03-01 Tsendsuren Munkhdalai , Hong Yu

Kleene algebra axioms are complete with respect to both language models and binary relation models. In particular, two regular expressions recognise the same language if and only if they are universally equivalent in the model of binary…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Paul Brunet , Damien Pous

We introduce presheaf automata as a generalisation of different variants of higher-dimensional automata and other automata-like formalisms, including Petri nets and vector addition systems. We develop the foundations of a language theory…

形式语言与自动机理论 · 计算机科学 2025-08-18 Georg Struth , Krzysztof Ziemiański

Interaction nets are a graphical model of computation, which has been used to define efficient evaluators for functional calculi, and specifically lambda calculi with patterns. However, the flat structure of interaction nets forces pattern…

计算机科学中的逻辑 · 计算机科学 2013-02-27 Maribel Fernández , Ian Mackie , Matthew Walker

A model of an information system describes its processes and how resources are involved in these processes to manipulate data objects. This paper presents an extension to the Petri nets formalism suitable for describing information systems…

形式语言与自动机理论 · 计算机科学 2026-04-08 Jan Martijn E. M. van der Werf , Andrey Rivkin , Marco Montali , Artem Polyvyanyy

Compositionality is a key aspect of human intelligence, essential for reasoning and generalization. While transformer-based models have become the de facto standard for many language modeling tasks, little is known about how they represent…

计算与语言 · 计算机科学 2025-06-03 Aishik Nagar , Ishaan Singh Rawal , Mansi Dhanania , Cheston Tan

We introduce a graphical language for closed symmetric monoidal categories based on an extension of string diagrams with special bracket wires representing internal homs. These bracket wires make the structure of the internal hom functor…

计算机科学中的逻辑 · 计算机科学 2025-12-09 Callum Reader , Alessandro Di Giorgio

The Turing machine models an old-fashioned computer, that does not interact with the user or with other computers, and only does batch processing. Therefore, we came up with a Reactive Turing Machine that does not have these shortcomings.…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Jos C. M. Baeten , Cesare Carissimo , Bas Luttik

The articulation process of dynamical networks is studied with a functional map, a minimal model for the dynamic change of relationships through iteration. The model is a dynamical system of a function $f$, not of variables, having a…

adap-org · 物理学 2009-10-31 N. Kataoka , K. Kaneko

Interacting systems are increasingly common. Many examples pervade our everyday lives: automobiles, aircraft, defense systems, telephone switching systems, financial systems, national governments, and so on. Closer to computer science,…

软件工程 · 计算机科学 2015-04-10 Paul C. Jorgensen

Technologies and their production systems are used by archaeologists and anthropologists to study complexity of sociotechnical systems. However, there are several issues that hamper agreement about what constitutes complexity and how we can…

计算工程、金融与科学 · 计算机科学 2022-12-01 Sebastian Fajardo , Jetty Kleijn , Frank W. Takes , Geeske H. J. Langejans

The activations of language transformers like GPT-2 have been shown to linearly map onto brain activity during speech comprehension. However, the nature of these activations remains largely unknown and presumably conflate distinct…

计算与语言 · 计算机科学 2023-03-21 Charlotte Caucheteux , Alexandre Gramfort , Jean-Remi King

Coupling, synchronization, and non-linear dynamics of resonator modes are omnipresent in nature and highly relevant for a multitude of applications ranging from lasers to Josephson arrays and spin torque oscillators. Nanomechanical…

介观与纳米尺度物理 · 物理学 2018-09-12 Matthias Pernpeintner , Philip Schmidt , Daniel Schwienbacher , Rudolf Gross , Hans Huebl

We present a procedure for splitting processes in a process algebra with multi-actions (a subset of the specification language mCRL2). This splitting procedure cuts a process into two processes along a set of actions A: roughly, one of…

编程语言 · 计算机科学 2012-09-10 Sung-Shik T. Q. Jongmans , Dave Clarke , José Proença

We present a methodology that explores how sentence structure is reflected in neural representations of machine translation systems. We demonstrate our model-agnostic approach with the Transformer English-German translation model. We…

计算与语言 · 计算机科学 2022-11-04 Gal Patel , Leshem Choshen , Omri Abend

This study evaluates the performance of Recurrent Neural Network (RNN) and Transformer models in replicating cross-language structural priming, a key indicator of abstract grammatical representations in human language processing. Focusing…

计算与语言 · 计算机科学 2024-10-17 Demi Zhang , Bushi Xiao , Chao Gao , Sangpil Youm , Bonnie J Dorr