paper-with-me

홈 › Papers

Neural logic programs and neural nets

2024-06-13 · Christian Antić

Neural-symbolic integration aims to combine the connectionist subsymbolic with the logical symbolic approach to artificial intelligence. In this paper, we first define the answer set semantics of (boolean) neural nets and then introduce from first principles a class of neural logic programs and show that nets and programs are equivalent.

📄 PDF Abstract BibTeX arXiv:2406.11888

Code (0)

등록된 구현이 없습니다.

Methods 이 논문이 사용한 방법론

SET Dynamic Sparse Training method where weight mask is updated randomly periodically

Similar Papers 제목 키워드 기반

Simulating Petri nets with Boolean Matrix Logic Programming

2024-05-18 · Lun Ai, Stephen H. Muggleton, Shi-Shun Liang, Geoff S. Baldwin

Recent attention to relational knowledge bases has sparked a demand for understanding how relations change between entities. Petri nets can represent knowledge structure and dynamically simulate interactions between enti…

Logical Conditional Preference Theories

2015-04-24 · Cristina Cornelio, Andrea Loreggia, Vijay Saraswat

CP-nets represent the dominant existing framework for expressing qualitative conditional preferences between alternatives, and are used in a variety of areas including constraint solving. Over the last fifteen years, a s…

Dataflow Matrix Machines and V-values: a Bridge between Programs and Neural Nets

2017-12-20 · Michael Bukatin, Jon Anthony

1) Dataflow matrix machines (DMMs) generalize neural nets by replacing streams of numbers with linear streams (streams supporting linear combinations), allowing arbitrary input and output arities for activation functions…

A Gentle Introduction to Deep Nets and Opportunities for the Future

2022-05-01 · ACL 2022 5 · Kenneth Church, Valia Kordoni, Gary Marcus, Ernest Davis 외

The first half of this tutorial will make deep nets more accessible to a broader audience, following “Deep Nets for Poets” and “A Gentle Introduction to Fine-Tuning.” We will also introduce GFT (general fine tuning), a l…

Disjunctive Logic Programs versus Normal Logic Programs

2013-04-02 · Heng Zhang, Yan Zhang

This paper focuses on the expressive power of disjunctive and normal logic programs under the stable model semantics over finite, infinite, or arbitrary structures. A translation from disjunctive logic programs into norm…

Translation