3 papers
cs.LG2026
Evaluating Real-World Generalizability of Algorithm Selection Models
Gjorgjina Cenikj, Jakub Kudela, Eva Tuba +1
Algorithm Selection (AS) aims to automatically identify the most suitable optimization algorithm for a given problem instance by leveraging measurable problem characteristics and h…
cs.NE2025
Benchmarking global optimization techniques for unmanned aerial vehicle path planning
Mhd Ali Shehadeh, Jakub Kudela
The Unmanned Aerial Vehicle (UAV) path planning problem is a complex optimization problem in the field of robotics. In this paper, we investigate the possible utilization of this p…
cs.NE2024
Performance Comparison of Surrogate-Assisted Evolutionary Algorithms on Computational Fluid Dynamics Problems
Jakub Kudela, Ladislav Dobrovsky
Surrogate-assisted evolutionary algorithms (SAEAs) are recently among the most widely studied methods for their capability to solve expensive real-world optimization problems. Howe…