Landscape-aware fixed-budget performance regression and algorithm selection for modular CMA-ES variants A Jankovic, C Doerr Proceedings of the 2020 Genetic and Evolutionary Computation Conference, 841-849, 2020 | 48 | 2020 |
Per-run algorithm selection with warm-starting using trajectory-based features A Kostovska, A Jankovic, D Vermetten, J de Nobel, H Wang, T Eftimov, ... International Conference on Parallel Problem Solving from Nature, 46-60, 2022 | 40 | 2022 |
Adaptive landscape analysis A Janković, C Doerr Proceedings of the genetic and evolutionary computation conference companion …, 2019 | 35 | 2019 |
Towards feature-based performance regression using trajectory data A Jankovic, T Eftimov, C Doerr Applications of Evolutionary Computation: 24th International Conference …, 2021 | 33 | 2021 |
The impact of hyper-parameter tuning for landscape-aware performance regression and algorithm selection A Jankovic, G Popovski, T Eftimov, C Doerr Proceedings of the Genetic and Evolutionary Computation Conference, 687-696, 2021 | 29 | 2021 |
Trajectory-based algorithm selection with warm-starting A Jankovic, D Vermetten, A Kostovska, J de Nobel, T Eftimov, C Doerr 2022 IEEE Congress on Evolutionary Computation (CEC), 1-8, 2022 | 10 | 2022 |
Personalizing performance regression models to black-box optimization problems T Eftimov, A Jankovic, G Popovski, C Doerr, P Korošec Proceedings of the Genetic and Evolutionary Computation Conference, 669-677, 2021 | 8 | 2021 |
Comparing algorithm selection approaches on black-box optimization problems A Kostovska, A Jankovic, D Vermetten, S Džeroski, T Eftimov, C Doerr Proceedings of the Companion Conference on Genetic and Evolutionary …, 2023 | 7 | 2023 |
Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis C Benjamins, A Jankovic, E Raponi, K van der Blom, M Lindauer, C Doerr arXiv preprint arXiv:2211.09678, 2022 | 6 | 2022 |
PI is back! switching acquisition functions in bayesian optimization C Benjamins, E Raponi, A Jankovic, K van der Blom, ML Santoni, ... arXiv preprint arXiv:2211.01455, 2022 | 3 | 2022 |
PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization A Kostovska, G Cenikj, D Vermetten, A Jankovic, A Nikolikj, U Skvorc, ... International Conference on Automated Machine Learning, 11/1-17, 2023 | | 2023 |
Towards Self-Adjusting Weighted Expected Improvement for Bayesian Optimization C Benjamins, E Raponi, A Jankovic, C Doerr, M Lindauer GECCO'23 Companion: Companion Conference on Genetic and Evolutionary …, 2023 | | 2023 |
Self-Adjusting Weighted Expected Improvement for Bayesian Optimization C Benjamins, E Raponi, A Jankovic, C Doerr, M Lindauer arXiv preprint arXiv:2306.04262, 2023 | | 2023 |
Towards Online Landscape-Aware Algorithm Selection in Numerical Black-Box Optimization A Jankovic Sorbonne Université, 2021 | | 2021 |