Automated Algorithm Selection: Survey and Perspectives

28 November 2018

Holger H. Hoos

Papers citing "Automated Algorithm Selection: Survey and Perspectives"

50 / 67 papers shown

Title
Geometric Learning in Black-Box Optimization: A GNN Framework for Algorithm Performance Prediction Ana Kostovska Carola Doerr Sašo Džeroski P. Panov T. Eftimov 7 0 0 19 Jun 2025
Fitness Landscape of Large Language Model-Assisted Automated Algorithm Search Fei Liu Qingfu Zhang Xialiang Tong Mingxuan Yuan K. Mao 141 0 0 28 Apr 2025
Greedy Restart Schedules: A Baseline for Dynamic Algorithm Selection on Numerical Black-box Optimization Problems Lennart Schäpermeier 98 0 0 15 Apr 2025
From Understanding to Excelling: Template-Free Algorithm Design through Structural-Functional Co-Evolution Zhe Zhao Haibin Wen Peng Wang Ye Wei Zaixi Zhang ... Fei Liu Bo An Hui Xiong Yang Wang Qingfu Zhang 100 1 0 13 Mar 2025
Landscape Features in Single-Objective Continuous Optimization: Have We Hit a Wall in Algorithm Selection Generalization? Gjorgjina Cenikj G. Petelin Moritz Seiler Nikola Cenikj T. Eftimov 85 2 0 29 Jan 2025
Algorithm Selection with Probing Trajectories: Benchmarking the Choice of Classifier Model Quentin Renau E. Hart 98 0 0 20 Jan 2025
Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization Zeyuan Ma Hongshu Guo Yue-Jiao Gong Jun Zhang Kay Chen Tan 298 5 0 01 Nov 2024
Neural Solver Selection for Combinatorial Optimization Chengrui Gao Haopu Shang Ke Xue Chao Qian 94 0 0 13 Oct 2024
A Tutorial on the Design, Experimentation and Application of Metaheuristic Algorithms to Real-World Optimization Problems E. Osaba Esther Villar-Rodriguez Javier Del Ser Antonio J. Nebro Daniel Molina A. Latorre Ponnuthurai Nagaratnam Suganthan Carlos A. Coello Coello Francisco Herrera 101 270 0 04 Oct 2024
OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable? Liangze Jiang Damien Teney OODD OOD 138 1 0 03 Oct 2024
Evolutionary Multi-Objective Diversity Optimization A. Do Mingyu Guo Aneta Neumann Frank Neumann 58 0 0 15 Jan 2024
PS-AAS: Portfolio Selection for Automated Algorithm Selection in Black-Box Optimization Ana Kostovska Gjorgjina Cenikj Diederick Vermetten Anja Jankovic Ana Nikolikj Urban Škvorc Peter Korošec Carola Doerr T. Eftimov 71 2 0 14 Oct 2023
Assembled-OpenML: Creating Efficient Benchmarks for Ensembles in AutoML with OpenML Lennart Purucker Joeran Beel MoE 50 7 0 01 Jul 2023
MA-BBOB: Many-Affine Combinations of BBOB Functions for Evaluating AutoML Approaches in Noiseless Numerical Black-Box Optimization Contexts Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr 80 13 0 18 Jun 2023
DoE2Vec: Deep-learning Based Features for Exploratory Landscape Analysis Bas van Stein Fu Xing Long M. Frenzel Peter Krause M. Gitterle T.H.W. Bäck 47 19 0 31 Mar 2023
Tools for Landscape Analysis of Optimisation Problems in Procedural Content Generation for Games Vanessa Volz B. Naujoks P. Kerschke Tea Tušar 50 4 0 16 Feb 2023
Learning Performance-Improving Code Edits Alex Shypula Aman Madaan Yiming Yang Uri Alon Jacob R. Gardner Milad Hashemi Graham Neubig Parthasarathy Ranganathan Osbert Bastani Amir Yazdanbakhsh SyDa 110 92 0 15 Feb 2023
PyPop7: A Pure-Python Library for Population-Based Black-Box Optimization Qiqi Duan Guochen Zhou Chang Shao Zhuowei Wang Mingyang Feng Yuwei Huang Yajing Tan Yijun Yang Qi Zhao Yuhui Shi 120 6 0 12 Dec 2022
OPTION: OPTImization Algorithm Benchmarking ONtology Ana Kostovska Diederick Vermetten Carola Doerr Jannis Brugger P. Panov T. Eftimov 81 11 0 21 Nov 2022
Explainable Model-specific Algorithm Selection for Multi-Label Classification Ana Kostovska Carola Doerr Jannis Brugger D. Kocev P. Panov T. Eftimov 41 1 0 21 Nov 2022
Towards Automated Design of Bayesian Optimization via Exploratory Landscape Analysis C. Benjamins Anja Jankovic Elena Raponi K. Blom Marius Lindauer Carola Doerr 60 5 0 17 Nov 2022
Features for the 0-1 knapsack problem based on inclusionwise maximal solutions Jorik Jooken Pieter Leyman P. D. Causmaecker 31 7 0 16 Nov 2022
mAPN: Modeling, Analysis, and Exploration of Algorithmic and Parallelism Adaptivity Hasna Bouraoui Chadlia Jerad Omar Romdhani J. Castrillón 21 0 0 15 Jul 2022
An AlphaZero-Inspired Approach to Solving Search Problems E. Dantsin V. Kreinovich A. Wolpert 37 0 0 02 Jul 2022
A portfolio-based analysis method for competition results Nguyen Dang 42 1 0 30 May 2022
Automated Dynamic Algorithm Configuration Steven Adriaensen André Biedenkapp Gresa Shala Noor H. Awad Theresa Eimer Marius Lindauer Frank Hutter 104 38 0 27 May 2022
Per-run Algorithm Selection with Warm-starting using Trajectory-based Features Ana Kostovska Anja Jankovic Diederick Vermetten Jacob De Nobel Hao Wang T. Eftimov Carola Doerr 82 37 0 20 Apr 2022
Analyzing the Impact of Undersampling on the Benchmarking and Configuration of Evolutionary Algorithms Diederick Vermetten Hongya Wang Manuel López-Ibánez Carola Doerr Thomas Bäck 72 8 0 20 Apr 2022
The Importance of Landscape Features for Performance Prediction of Modular CMA-ES Variants Ana Kostovska Diederick Vermetten Jannis Brugger Carola Doerr Peter Korošec T. Eftimov 52 9 0 15 Apr 2022
Trajectory-based Algorithm Selection with Warm-starting Anja Jankovic Diederick Vermetten Ana Kostovska Jacob De Nobel T. Eftimov Carola Doerr 80 10 0 13 Apr 2022
Automated Algorithm Selection: from Feature-Based to Feature-Free Approaches M. Alissa Kevin Sim E. Hart 45 17 0 24 Mar 2022
Landscape Analysis for Surrogate Models in the Evolutionary Black-Box Context Z. Pitra J. Koza Jirí Tumpach M. Holeňa 104 2 0 11 Feb 2022
Exploring the Feature Space of TSP Instances Using Quality Diversity Jakob Bossek Frank Neumann 45 10 0 04 Feb 2022
A Survey of Methods for Automated Algorithm Configuration Elias Schede Jasmin Brandt Alexander Tornede Marcel Wever Viktor Bengs Eyke Hüllermeier Kevin Tierney 92 52 0 03 Feb 2022
Combining Fast and Slow Thinking for Human-like and Efficient Navigation in Constrained Environments M. B. Ganapini Murray Campbell F. Fabiano L. Horesh J. Lenchner ... N. Mattei Taher Rahgooy F. Rossi Biplav Srivastava Brent Venable AI4CE 58 6 0 18 Jan 2022
Explainable Landscape-Aware Optimization Performance Prediction R. Trajanov Stefan Dimeski Martin Popovski Peter Korošec T. Eftimov 65 16 0 22 Oct 2021
Machine Learning for Online Algorithm Selection under Censored Feedback Alexander Tornede Viktor Bengs Eyke Hüllermeier 83 3 0 13 Sep 2021
Algorithm Selection on a Meta Level Alexander Tornede Lukas Gehring Tanja Tornede Marcel Wever Eyke Hüllermeier 56 19 0 20 Jul 2021
Generating Instances with Performance Differences for More Than Just Two Algorithms Jakob Bossek Markus Wagner 77 5 0 29 Apr 2021
Personalizing Performance Regression Models to Black-Box Optimization Problems T. Eftimov Anja Jankovic Gorjan Popovski Carola Doerr Peter Korošec 44 6 0 22 Apr 2021
The Impact of Hyper-Parameter Tuning for Landscape-Aware Performance Regression and Algorithm Selection Anja Jankovic Gorjan Popovski T. Eftimov Carola Doerr 51 23 0 19 Apr 2021
Analysis of Evolutionary Diversity Optimisation for Permutation Problems A. Do Mingyu Guo Aneta Neumann Frank Neumann 43 18 0 23 Feb 2021
Darknet Traffic Big-Data Analysis and Network Management to Real-Time Automating the Malicious Intent Detection Process by a Weight Agnostic Neural Networks Framework Konstantinos Demertzis Konstantinos G. Tsiknas Dimitrios Takezis C. Skianis L. Iliadis 13 42 0 16 Feb 2021
Leveraging Benchmarking Data for Informed One-Shot Dynamic Algorithm Selection Furong Ye Carola Doerr Thomas Bäck 49 7 0 12 Feb 2021
Towards Large Scale Automated Algorithm Design by Integrating Modular Benchmarking Frameworks Amine Aziz-Alaoui Carola Doerr Johann Dréo 58 12 0 12 Feb 2021
Towards Explainable Exploratory Landscape Analysis: Extreme Feature Selection for Classifying BBOB Functions Quentin Renau Johann Dréo Carola Doerr Benjamin Doerr 54 33 0 01 Feb 2021
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 83 17 0 23 Dec 2020
Towards Meta-Algorithm Selection Alexander Tornede Marcel Wever Eyke Hüllermeier 55 5 0 17 Nov 2020
Multi-Armed Bandits with Censored Consumption of Resources Viktor Bengs Eyke Hüllermeier 71 2 0 02 Nov 2020
Evolutionary Diversity Optimization and the Minimum Spanning Tree Problem Jakob Bossek Frank Neumann 41 25 0 21 Oct 2020