2 papers
cs.LG2026
GeoPAS: Geometric Probing for Algorithm Selection in Continuous Black-Box Optimization
Jiabao Brad Wang, Xiang Shi, Yiliang Yuan +1
Automated algorithm selection for continuous black-box optimization depends on representing problem information under limited probing and selecting solvers under heavy-tailed perfo…
cs.LG2026
Beyond Numerical Features: CNN-Driven Algorithm Selection via Contour Plots for Continuous Black-Box Optimization
Yiliang Yuan, Xiang Shi, Mustafa Misir
The present paper introduces a new representation-driven approach to per-instance algorithm selection, applied to black-box optimization, for automatically choosing the most promis…