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 …
superhypergraphs further generalize this concept to represent even more complex …
[BOOK][B] Advancing Uncertain Combinatorics through Graphization, Hyperization, and Uncertainization: Fuzzy, Neutrosophic, Soft, Rough, and Beyond: Second …
T Fujita, F Smarandache - 2024 - books.google.com
The second volume of “Advancing Uncertain Combinatorics through Graphization,
Hyperization, and Uncertainization: Fuzzy, Neutrosophic, Soft, Rough, and Beyond” …
Hyperization, and Uncertainization: Fuzzy, Neutrosophic, Soft, Rough, and Beyond” …
[BOOK][B] Exploring Concepts of HyperFuzzy, HyperNeutrosophic, and HyperPlithogenic Sets (I)
T Fujita, F Smarandache - 2025 - books.google.com
This work investigates the evolution of traditional set theory to address complex and
ambiguous real-world phenomena. It introduces hierarchical hyperstructures and …
ambiguous real-world phenomena. It introduces hierarchical hyperstructures and …
[BOOK][B] Local-neutrosophic logic and local-neutrosophic sets: Incorporating locality with applications
T Fujita, F Smarandache - 2025 - books.google.com
The study of uncertainty has been a significant area of research, with concepts such as fuzzy
sets [87], fuzzy graphs [51], and neutrosophic sets [58] receiving extensive attention. In …
sets [87], fuzzy graphs [51], and neutrosophic sets [58] receiving extensive attention. In …
[BOOK][B] Forestfuzzy, forestneutrosophic, forestplithogenic, and forestrough set
T Fujita, F Smarandache - 2025 - books.google.com
Concepts such as Fuzzy Sets [30, 72], Neutrosophic Sets [53, 55], Rough Sets [37], and
Plithogenic Sets [59] have been extensively studied to address uncertainty, with diverse …
Plithogenic Sets [59] have been extensively studied to address uncertainty, with diverse …
A theoretical exploration of hyperconcepts: Hyperfunctions, hyperrandomness, hyperdecision-making, and beyond (including a survey of hyperstructures)
T Fujita - … and Uncertainization: Fuzzy, Neutrosophic, Soft, Rough …, 2025 - books.google.com
This paper delves into the concepts of Hyperfunctions and n-Superhyperfunctions,
extending classical set functions into higher-order frameworks. By generalizing properties …
extending classical set functions into higher-order frameworks. By generalizing properties …
Theoretical interpretations of large uncertain and hyper language models: Advancing natural uncertain and hyper language processing
T Fujita - … and Uncertainization: Fuzzy, Neutrosophic, Soft, Rough …, 2025 - books.google.com
This paper explores the integration of uncertainty frameworks such as Fuzzy, Neutrosophic,
and Plithogenic sets into Large Language Models (LLMs) and Natural Language …
and Plithogenic sets into Large Language Models (LLMs) and Natural Language …
[PDF][PDF] Forest hyperplithogenic set and forest hyperrough set
T Fujita - … and Uncertainization: Fuzzy, Neutrosophic, Soft, Rough …, 2025 - researchgate.net
Abstract The Plithogenic Set is widely recognized for generalizing concepts such as Fuzzy
Sets and Neutrosophic Sets. Rough Sets offer a framework for approximating subsets …
Sets and Neutrosophic Sets. Rough Sets offer a framework for approximating subsets …
[PDF][PDF] Hypersoft Semi-Connected Spaces
F Smarandache, V Inthumathi… - Neutrosophic Sets and …, 2025 - fs.unm.edu
Neutrosophic sets are an important field of topology that deals with inconsistent,
indeterminate, and uncertain circumstances in real life. Hypersoft sets have grown in …
indeterminate, and uncertain circumstances in real life. Hypersoft sets have grown in …
[BOOK][B] Plithogenic Superhypersoft Set and Plithogenic Forest SuperHypersoft Set
T Fujita, F Smarandache - 2025 - books.google.com
The Plithogenic Set is renowned for generalizing concepts such as Fuzzy Sets and
Neutrosophic Sets. The Extended Plithogenic Set represents an advanced concept of the …
Neutrosophic Sets. The Extended Plithogenic Set represents an advanced concept of the …