Towards end-to-end ASP computation

T Sato, A Takemura, K Inoue - arXiv preprint arXiv:2306.06821, 2023 - arxiv.org
We propose an end-to-end approach for answer set programming (ASP) and linear
algebraically compute stable models satisfying given constraints. The idea is to implement …

Linear algebraic abduction with partial evaluation

T Nguyen, K Inoue, C Sakama - International Symposium on Practical …, 2023 - Springer
Linear algebra is an ideal tool to redefine symbolic methods with the goal to achieve better
scalability. In solving the abductive Horn propositional problem, the transpose of a program …

[PDF][PDF] A tensor-based formalization of the event calculus

E Tsilionis, A Artikis, G Paliouras - Proceedings of the Thirty …, 2024 - cer.iit.demokritos.gr
We present a formalization of the Event Calculus (EC) in tensor spaces. The motivation for a
tensorbased predicate calculus comes from the area of composite event recognition (CER) …

[PDF][PDF] On Converting Logic Programs Into Matrices.

TN Quoc, K Inoue - ICAART (2), 2023 - scitepress.org
Recently it has been demonstrated that deductive and abductive reasoning can be
performed by exploiting the linear algebraic characterization of logic programs. Those …

Algebraic Connection Between Logic Programming and Machine Learning

K Inoue - International Symposium on Functional and Logic …, 2024 - Springer
There have been attempts to connect machine learning and symbolic reasoning, providing
interfaces between them. This work focuses on our original approach to integrate machine …

[PDF][PDF] Linear Algebraic Partial Evaluation of Logic Programs

T Nguyen, K Inoue, C Sakama - 2022 - ceur-ws.org
In logic programming, partial evaluation performs unfolding rules of a program in advance to
reduce the cost of inferencing steps. Recently, partial evaluation of logic programs has been …

Abductive Logic Programming and Linear Algebraic Computation

TQ Nguyen, K Inoue, C Sakama - Handbook of Abductive Cognition, 2012 - Springer
Abduction has been applied to various problems in many fields, and computing abductive
explanations is an essential task in such applications. Logic programming has been used for …

生成AI と記号推論

井上克巳 - 人工知能学会研究会資料人工知能基本問題研究会125 回 …, 2023 - jstage.jst.go.jp
Generative AI techniques have attracted much attention, and with the growing use of large-
scale language models (LLMs), interest in symbolic reasoning has increased. In the first half …