| 2022 | Gene-pool Optimal Mixing in Cartesian Genetic Programming. | Joe Harrison, Tanja Alderliesten, Peter A. N. Bosman |
| 2022 | Hybridizing Hypervolume-Based Evolutionary Algorithms and Gradient Descent by Dynamic Resource Allocation. | Damy M. F. Ha, Timo M. Deist, Peter A. N. Bosman |
| 2022 | Specification-Driven Evolution of Floor Plan Design. | Katarzyna Grzesiak-Kopec, Barbara Strug, Grazyna Slusarczyk |
| 2022 | The (1+1)-ES Reliably Overcomes Saddle Points. | Tobias Glasmachers |
| 2022 | Multi-view Clustering of Heterogeneous Health Data: Application to Systemic Sclerosis. | Adn Jos Garca, Julie Jacques, Alexandre Filiot, Julia Handl, David Launay, Vincent Sobanski, Clarisse Dhaenens |
| 2022 | Surrogate-Assisted Multi-objective Optimization for Compiler Optimization Sequence Selection. | Guojun Gao, Lei Qiao, Dong Liu, Shifei Chen, He Jiang |
| 2022 | T-DominO - Exploring Multiple Criteria with Quality-Diversity and the Tournament Dominance Objective. | Adam Gaier, James Stoddart, Lorenzo Villaggi, Peter J. Bentley |
| 2022 | Theoretical Study of Optimizing Rugged Landscapes with the cGA. | Tobias Friedrich, Timo Ktzing, Frank Neumann, Aishwarya Radhakrishnan |
| 2022 | Escaping Local Optima with Local Search: A Theory-Driven Discussion. | Tobias Friedrich, Timo Ktzing, Martin S. Krejca, Amirhossein Rajabi |
| 2022 | Analysis of Search Landscape Samplers for Solver Performance Prediction on a University Timetabling Problem. | Thomas Feutrier, Marie-Elonore Kessaci, Nadarajen Veerapen |
| 2022 | Collective Learning of Low-Memory Matrix Adaptation for Large-Scale Black-Box Optimization. | Qiqi Duan, Guochen Zhou, Chang Shao, Yijun Yang, Yuhui Shi |
| 2022 | A First Runtime Analysis of the NSGA-II on a Multimodal Problem. | Benjamin Doerr, Zhongdi Qu |
| 2022 | General Univariate Estimation-of-Distribution Algorithms. | Benjamin Doerr, Marc Dufay |
| 2022 | Increasing the Diversity of Benchmark Function Sets Through Affine Recombination. | Konstantin Dietrich, Olaf Mersmann |
| 2022 | Evolutionary Algorithm for Vehicle Routing with Diversity Oscillation Mechanism. | Piotr Cybula, Andrzej Jaszkiewicz, Przemyslaw Pelka, Marek Rogalski, Piotr Sielski |
| 2022 | Large-Scale Multi-objective Influence Maximisation with Network Downscaling. | Elia Cunegatti, Giovanni Iacca, Doina Bucur |
| 2022 | Towards Efficient Multiobjective Hyperparameter Optimization: A Multiobjective Multi-fidelity Bayesian Optimization and Hyperband Algorithm. | Zefeng Chen, Yuren Zhou, Zhengxin Huang, Xiaoyun Xia |
| 2022 | New Solution Creation Operator in MOEA/D for Faster Convergence. | Longcan Chen, Lie Meng Pang, Hisao Ishibuchi |
| 2022 | Deep Reinforcement Learning with Two-Stage Training Strategy for Practical Electric Vehicle Routing Problem with Time Windows. | Jinbiao Chen, Huanhuan Huang, Zizhen Zhang, Jiahai Wang |
| 2022 | Generative Models over Neural Controllers for Transfer Learning. | James Butterworth, Rahul Savani, Karl Tuyls |
| 2022 | Fair Feature Selection with a Lexicographic Multi-objective Genetic Algorithm. | James Brookhouse, Alex Alves Freitas |
| 2022 | Better Running Time of the Non-dominated Sorting Genetic Algorithm II (NSGA-II) by Using Stochastic Tournament Selection. | Chao Bian, Chao Qian |
| 2022 | Evolutionary Algorithms for Cardinality-Constrained Ising Models. | Vijay Dhanjibhai Bhuva, Duc-Cuong Dang, Liam Huber, Dirk Sudholt |
| 2022 | Evolving Through the Looking Glass: Learning Improved Search Spaces with Variational Autoencoders. | Peter J. Bentley, Soo Ling Lim, Adam Gaier, Linh Tran |
| 2022 | High Dimensional Bayesian Optimization with Kernel Principal Component Analysis. | Kirill A. Antonov, Elena Raponi, Hao Wang, Carola Doerr |