Qu, X. 2025. Multi-Armed Bandit Algorithms: A Comprehensive Investigation of Theory, Applications, and Future Directions. Highlights in Science, Engineering and Technology. 140, (May 2025), 346–351. DOI:https://doi.org/10.54097/wa4edc48.