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Pretraining plays a pivotal role in acquiring generalized knowledge from large-scale data, achieving remarkable successes as evidenced by large models in CV and NLP. However, progress in the graph domain remains limited due to fundamental…

人工智能 · 计算机科学 2024-06-21 Yu Song , Haitao Mao , Jiachen Xiao , Jingzhe Liu , Zhikai Chen , Wei Jin , Carl Yang , Jiliang Tang , Hui Liu

In parallel to the ever-growing usage of mechanized proofs in diverse areas of mathematics and computer science, proof assistants are used more and more for education. This paper surveys previous work related to the use of proof assistants…

计算机科学中的逻辑 · 计算机科学 2025-05-21 Frédéric Tran Minh , Laure Gonnord , Julien Narboux

Tool support for language engineering has typically prioritises concrete syntax over abstract syntax by providing meta-languages for expressing concrete syntax and then mapping concrete to abstract structures. Text-based languages are…

软件工程 · 计算机科学 2015-06-11 Tony Clark

Provenance metadata can be valuable in data sharing settings, where it can be used to help data consumers form judgements regarding the reliability of the data produced by third parties. However, some parts of provenance may be sensitive,…

数据库 · 计算机科学 2014-06-10 Paolo Missier , Jeremy Bryans , Carl Gamble , Vasa Curcin , Roxana Danger

Graph Neural Networks (GNNs) achieve strong performance on node classification tasks but remain difficult to interpret, particularly with respect to which input features drive their predictions. Existing global GNN explainers operate at the…

机器学习 · 计算机科学 2026-05-06 Rishi Raj Sahoo , Subhankar Mishra

We present strategic portgraph rewriting as a basis for the implementation of visual modelling and analysis tools. The goal is to facilitate the specification, analysis and simulation of complex systems, using port graphs. A system is…

计算机科学中的逻辑 · 计算机科学 2014-07-31 Maribel Fernández , Hélène Kirchner , Bruno Pinaud

Foundation models are pretrained on large-scale corpora to learn generalizable patterns across domains and tasks -- such as contours, textures, and edges in images, or tokens and sentences in text. In contrast, discovering such generalities…

机器学习 · 计算机科学 2025-05-27 Zehong Wang , Zheyuan Zhang , Tianyi Ma , Nitesh V Chawla , Chuxu Zhang , Yanfang Ye

This paper presents an investigation of the capabilities of Generative Pre-trained Transformers (GPTs) to auto-generate graphical process models from multi-modal (i.e., text- and image-based) inputs. More precisely, we first introduce a…

软件工程 · 计算机科学 2024-06-10 Marvin Voelter , Raheleh Hadian , Timotheus Kampik , Marius Breitmayer , Manfred Reichert

We apply the foundational proof certificate (FPC) framework to the problem of designing high-level outlines of proofs. The FPC framework provides a means to formally define and check a wide range of proof evidence. A focused proof system is…

计算机科学中的逻辑 · 计算机科学 2015-11-16 Roberto Blanco , Dale Miller

We present a prototype of an integrated reasoning environment for educational purposes. The presented tool is a fragment of a proof assistant and automated theorem prover. We describe the existing and planned functionality of the theorem…

人机交互 · 计算机科学 2018-03-06 Mario Frank , Christoph Kreitz

We explore the application of transformer-based language models to automated theorem proving. This work is motivated by the possibility that a major limitation of automated theorem provers compared to humans -- the generation of original…

机器学习 · 计算机科学 2020-09-09 Stanislas Polu , Ilya Sutskever

Machine Learning (ML) systems are a building part of the modern tools which impact our daily life in several application domains. Due to their black-box nature, those systems are hardly adopted in application domains (e.g. health, finance)…

机器学习 · 计算机科学 2022-10-24 Mario Alfonso Prado-Romero , Giovanni Stilo

While a wide range of different, sometimes heterogeneous test coverage criteria have been proposed, there exists no generic formalism to describe them, and available test automation tools usually support only a small subset of them. We…

软件工程 · 计算机科学 2017-01-20 Sébastien Bardin , Mickaël Delahaye , Nikolai Kosmatov , Michaël Marcozzi , Virgile Prevosto

In recent years we have explored using Haskell alongside a traditional mathematical formalism in our large-enrolment university course on topics including logic and formal languages, aiming to offer our students a programming perspective on…

计算机与社会 · 计算机科学 2022-08-10 Matthew Farrugia-Roberts , Bryn Jeffries , Harald Søndergaard

Real-life conjectures do not come with instructions saying whether they they should be proven or, instead, refuted. Yet, as we now know, in either case the final argument produced had better be not just convincing but actually verifiable in…

计算机与社会 · 计算机科学 2015-07-21 João Marcos

High-stakes decision systems increasingly require structured justification, traceability, and auditability to ensure accountability and regulatory compliance. Formal arguments commonly used in the certification of safety-critical systems…

人工智能 · 计算机科学 2026-04-07 Mahyar T. Moghaddam

We present an overview of some recent developments in the theory of generalized formal series, grounded in diffeological geometric framework. These constructions aim to offer new tools for understanding infinite-dimensional phenomena in…

历史与综述 · 数学 2025-08-25 Jean-Pierre Magnot

We present PGT, a Proof Goal Transformer for Isabelle/HOL. Given a proof goal and its background context, PGT attempts to generate conjectures from the original goal by transforming the original proof goal. These conjectures should be weak…

计算机科学中的逻辑 · 计算机科学 2018-07-26 Yutaka Nagashima , Julian Parsert

This paper introduces GA-Unity, the first Unity package specifically designed for seamless integration of Geometric Algebra (GA) into collaborative networked applications. Indeed, in such contexts, it has been demonstrated that using…

图形学 · 计算机科学 2024-06-25 Manos Kamarianakis , Nick Lydatakis , George Papagiannakis

One of the main issues in proof certification is that different theorem provers, even when designed for the same logic, tend to use different proof formalisms and produce outputs in different formats. The project ProofCert promotes the…

计算机科学中的逻辑 · 计算机科学 2019-10-09 Tomer Libal , Marco Volpe