Research Article
Neural Network Axiomatic AGI Method for Solving Scientific Problems
Evgeny Bryndin*
Issue:
Volume 14, Issue 5, October 2025
Pages:
88-95
Received:
27 August 2025
Accepted:
9 September 2025
Published:
9 October 2025
Abstract: Modern neural network methods combine work with an axiomatic mathematical description (laws, equations, invariants, logical rules) and the power of neural networks for learning from data, pattern recognition and differentiation through complex spaces. This combination produces systems that can learn from data, observe given laws and, as a result, make predictions, solve problems and even discover new hypotheses. Quality depends on the formulation of axioms and the presence of correct formulations, the complexity of scaling to very large axiomatic bases, trade-offs between the accuracy of fitting to data and compliance with laws, interpretation and verification of results. Modern neural network methods with an axiomatic mathematical description have better generalization and physical interpretability due to compliance with axioms, the ability to work with small data due to built-in laws and the ability to discover new dependencies within the framework of formalized rules. Theoretical principles and formal axioms set requirements for neural networks and their training so that solutions to scientific problems correspond to the laws of nature, invariances, data characteristics and other desired properties. Power: an axiomatic neural network tends to be accurately modeled given its sufficient complexity and large scientific data and knowledge. The author proposes a neural network axiomatic AGI method for solving scientific problems according to their formulations and developed systems of axioms.
Abstract: Modern neural network methods combine work with an axiomatic mathematical description (laws, equations, invariants, logical rules) and the power of neural networks for learning from data, pattern recognition and differentiation through complex spaces. This combination produces systems that can learn from data, observe given laws and, as a result, m...
Show More
Research Article
AGI as Universal Comprehensive Technology of Creative Life Activity
Evgeny Bryndin*
Issue:
Volume 14, Issue 5, October 2025
Pages:
96-101
Received:
14 October 2025
Accepted:
23 October 2025
Published:
26 November 2025
DOI:
10.11648/j.ijiis.20251405.12
Downloads:
Views:
Abstract: AGI is regarded as an intelligent technology for universal and comprehensive use. The lack of a common language for all peoples, as an effective linguistic communication technology, led to the creation of a moral, objective, universal, and comprehensive AGI technology. The possibility of creating a moral, objective AGI as a universal, comprehensive technology for creative life implies that it can assist individuals and nations in spiritual and creative development, as well as in the search for meaning in life and harmony in creative activity. AGI can serve as an objective aid in understanding spiritual, scientific, and practical issues, foster the development of ethical values, and expand human capabilities in creative activity. It is important to consider the ethical, moral, and spiritual aspects of using such technologies to ensure they do not disrupt the natural balance or lead to destructive consequences. Thus, the creation of universally applicable AGI opens up prospects for strengthening human connections with higher spiritual values, provided its use is approached responsibly and consciously. Informational aspects of living nature play a crucial role in the creation of universally applicable AGI. Understanding the living information of nature helps people and society to more consciously and harmoniously carry out creative life activities in the environment, maintaining balance and biodiversity, based on the AGI of universal comprehensive use.
Abstract: AGI is regarded as an intelligent technology for universal and comprehensive use. The lack of a common language for all peoples, as an effective linguistic communication technology, led to the creation of a moral, objective, universal, and comprehensive AGI technology. The possibility of creating a moral, objective AGI as a universal, comprehensive...
Show More
