A survey on hypergraph neural networks: An in-depth and step-by-step guide

S Kim, SY Lee, Y Gao, A Antelmi, M Polato… - Proceedings of the 30th …, 2024 - dl.acm.org
Higher-order interactions (HOIs) are ubiquitous in real-world complex systems and
applications. Investigation of deep learning for HOIs, thus, has become a valuable agenda …

Advancing Uncertain Combinatorics through Graphization, Hyperization, and Uncertainization: Fuzzy, Neutrosophic, Soft, Rough, and Beyond

T Fujita - arXiv preprint arXiv:2411.17411, 2024 - arxiv.org
To better handle real-world uncertainty, concepts such as fuzzy sets, neutrosophic sets,
rough sets, and soft sets have been introduced. For example, neutrosophic sets, which …

Superhypergraph neural networks and plithogenic graph neural networks: Theoretical foundations

T Fujita - arXiv preprint arXiv:2412.01176, 2024 - arxiv.org
Hypergraphs extend traditional graphs by allowing edges to connect multiple nodes, while
superhypergraphs further generalize this concept to represent even more complex …

[PDF][PDF] A concise study of some superhypergraph classes

T Fujita, F Smarandache - Neutrosophic Sets and Systems, 2025 - fs.unm.edu
In graph theory, the hypergraph [22] extends the traditional graph structure by allowing
edges toconnect multiple vertices, and this concept is further broadened by the …

[PDF][PDF] Short note of supertree-width and n-superhypertree-width

T Fujita - Neutrosophic Sets and Systems, 2025 - fs.unm.edu
This paper investigates the properties of tree-width and related graph width parameters for
nSuperHyperGraphs, a broader generalization of hypergraphs. By exploring concepts such …

[PDF][PDF] Survey of intersection graphs, fuzzy graphs and neutrosophic graphs

T Fujita - … and Uncertainization: Fuzzy, Neutrosophic, Soft, Rough …, 2024 - philpapers.org
Graph theory is a fundamental branch of mathematics that studies networks consisting of
nodes (vertices) and their connections (edges). Extensive research has been conducted on …

[PDF][PDF] Survey of planar and outerplanar graphs in fuzzy and neutrosophic graphs

T Fujita, F Smarandache - Advancing Uncertain Combinatorics …, 2024 - philarchive.org
As many readers may know, graph theory is a fundamental branch of mathematics that
explores networks made up of nodes and edges, focusing on their paths, structures, and …

Study for general plithogenic soft expert graphs

T Fujita, F Smarandache - Plithogenic Logic and Computation, 2024 - sciencesforce.com
Graph theory, a branch of mathematics, focuses on studying graphs that model relationships
between objects through vertices and edges [29]. The Turiyam Neutrosophic Graph handles …

Some graph parameters for superhypertree-width and neutrosophictree-width

T Fujita, F Smarandache - Neutrosophic Systems with …, 2025 - sciencesforce.com
Graph characteristics are often studied through various parameters, with ongoing research
dedicated to exploring these aspects. Among these, graph width parameters—such as …

[PDF][PDF] Fuzzy directed tree-width and fuzzy hypertree-width

T Fujita - ResearchGate, 2024 - researchgate.net
Graph characteristics are frequently examined using a variety of parameters, with ongoing
research focused on exploring these aspects. A fuzzy graph is a mathematical model in …