Naredni sastanak Seminara biće održan onlajn u sredu, 4. juna 2025. godine, sa početkom u 19 časova.
Predavač: Tome Eftimov, Computer Systems Department, Jožef Stefan Institute, Ljubljana
Naslov predavanja: LEVERAGING BENCHMARKING DATA FOR AUTOMATED OPTIMIZATION
Apstrakt:
At the start of 2022, the evolutionary computation community published a call for action highlighting significant issues with metaphor-based metaheuristics in black-box optimization (BBO): useless metaphors, limited novelty, and biased experimental validation. This talk presents recent benchmarking advances for robust and reliable results and meta-learning approaches for algorithm selection. We focus on two methods: i) selecting representative data instances to generalize study findings, and ii) using algorithm footprints to identify easy or challenging problem instances based on landscape characteristics. Ultimately, the goal is a paradigm shift toward reducing resource waste and duplicated efforts, accelerating progress, and enabling effective automated algorithm configuration and selection through transferable insights.
Napomena:
Registraciona forma za učešće i link za aktivno praćenje predavanja za registrovane korisnike (nakon logovanja):
https://miteam.mi.sanu.ac.rs/asset/CW5nJWDSEZDj7p32p
Neregistrovani korisnici mogu da prate predavanja na ovom linku (bez mogućnosti aktivnog učešća):
https://miteam.mi.sanu.ac.rs/call/hR9vL94nD6QE8qQZj/xET9GcPMyR08nqH8lnS3SE7N5Vf00H7Lp9EBhsv6Lti