Please use this identifier to cite or link to this item: https://repository.hneu.edu.ua/handle/123456789/38138
Title: On the Use of Artificial Intelligence Systems for Scientific Search
Authors: Abramov G.
Kuklin V.
Shapovalova O.
Melnyk I.
Keywords: artificial intelligence
CPU
GPU computing
symbolic methods
expert systems
recommender systems
computational graphs
mathematical logic
deep learning
Kolmogorov–Arnold networks
problem-solving
Issue Date: 2025
Citation: Abramov G. On the Use of Artificial Intelligence Systems for Scientific Search / G. Abramov, V. Kuklin, O. Shapovalova and other // In book: Luntovskyy, A., Klymash, M., Melnyk, I., Beshley, M., Gütter, D. (eds) Networks and Sustainability. TCSET 2024. Lecture Notes in Electrical Engineering. – 2025. - Vol 1473. - P. 705-734.
Abstract: The possibility of involving artificial intelligence systems in working with researchers in the framework of scientific research is discussed. For this purpose, three stages of artificial intelligence participation in solving these problems are identified. The first is the collection of materials and developments on the identified problem. The second stage of scientific research is the formation of a cycle of auxiliary tasks to clarify the connections between concepts and ideas, identifying qualitative and quantitative dependence. This will require an interactive mode of coordinating the formulations of these problems and clarifying the results. At the third stage, a synthesis of the obtained data and knowledge should be carried out to form a complete scientific theory. In addition to using language models, in particular, at the first stage of data collection, it becomes possible to involve Kolmogorov-Arnold networks to identify the dependence between variables in an analytical-symbolic form at the last stages of scientific research. The procedures for synthesizing an array of data and knowledge require clarification to orient artificial intelligence networks when comparing all knowledge obtained at the second stage of scientific research with known formed
URI: https://repository.hneu.edu.ua/handle/123456789/38138
Appears in Collections:Монографії (КІТ)

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