The impact of AI use on the performance of chess engines

This paper presents a comprehensive comparative analysis of chess engines with particular focus on artificial intelligence technologies used in their implementation. Six engines were examined, representing various algorithmic approaches – from classical heuristic methods to advanced neural networks and reinforcement learning. Experiments were conducted for three different starting positions and with three time controls. The results clearly indicate the superiority of engines utilizing advanced machine learning techniques, which achieved the highest effectiveness in all tested conditions. The conducted research provides valuable information about the impact of applied AI technologies on the playing strength of chess engines in diverse conditions.

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Publication Details

Journal
Journal of Computer Sciences Institute
Published
2025-12-30
DOI
https://doi.org/10.35784/jcsi.7972
Primary Topic
Artificial Intelligence in Games
Type
article
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article

The impact of AI use on the performance of chess engines

Jakub Smółka, Jakub Król
Journal of Computer Sciences Institute
Artificial Intelligence in Games
article

The impact of AI use on the performance of chess engines

Jakub Smółka, Jakub Król
article en

Abstract

This paper presents a comprehensive comparative analysis of chess engines with particular focus on artificial intelligence technologies used in their implementation. Six engines were examined, representing various algorithmic approaches – from classical heuristic methods to advanced neural networks and reinforcement learning. Experiments were conducted for three different starting positions and with three time controls. The results clearly indicate the superiority of engines utilizing advanced machine learning techniques, which achieved the highest effectiveness in all tested conditions. The conducted research provides valuable information about the impact of applied AI technologies on the playing strength of chess engines in diverse conditions.

Journal of Computer Sciences InstituteVol. 37
Lublin University of Technology (PL)
Openalex Percentile: Top 18%
Artificial Intelligence in Games
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The impact of AI use on the performance of chess engines — Jakub Smółka, Jakub Król · Journal of Computer Sciences Institute (2025) | TGRS Research Map | TGRS