| 2021 | Surrogate-assisted Reference Vector Adaptation to Various Pareto Front Shapes for Many-objective Bayesian Optimization. | Nobuo Namura |
| 2021 | Evolutionary Neural Architecture Search by Mutual Information Analysis. | Shizuma Namekawa, Taro Tezuka |
| 2021 | Differential Evolution-based Neural Network Training Incorporating a Centroid-based Strategy and Dynamic Opposition-based Learning. | Seyed Jalaleddin Mousavirad, Diego Oliva, Salvador Hinojosa, Gerald Schaefer |
| 2021 | Multi-Modal Multi-Objective Evolutionary Optimization for Problems with Solutions of Variable-Length. | Amiram Moshaiov, Yosef Breslav, Eliran Farhi |
| 2021 | Evaluation of Decision-making Strategies for Robots in Intralogistics Problems Using Multi-agent Planning. | Leonardo Henrique Moreira, Clia Ghedini Ralha |
| 2021 | An Evolutionary Framework for Real-Time Fraudulent Credit Detection. | Behshad Mohebali, Gelareh Karbaschi, Amirhessam Tahmassebi, Anke Meyer-Baese, Amir H. Gandomi |
| 2021 | Gaining-Sharing Knowledge Based Algorithm with Adaptive Parameters Hybrid with IMODE Algorithm for Solving CEC 2021 Benchmark Problems. | Ali Wagdy Mohamed, Anas A. Hadi, Prachi Agrawal, Karam M. Sallam, Ali Khater Mohamed |
| 2021 | A Graph-based Approach for Shepherding Swarms with Limited Sensing Range. | Reem E. Mohamed, Saber M. Elsayed, Robert A. Hunjet, Hussein A. Abbass |
| 2021 | Performance Testing Using a Smart Reinforcement Learning-Driven Test Agent. | Mahshid Helali Moghadam, Golrokh Hamidi, Markus Borg, Mehrdad Saadatmand, Markus Bohlin, Bjrn Lisper, Pasqualina Potena |
| 2021 | Benchmark Set Reduction for Cheap Empirical Algorithmic Studies. | Mustafa Misir |
| 2021 | Hypervolume by Slicing Objective Algorithm: An Improved Version. | Sumit Mishra, Srinibas Swain, Sangita Sarmah, Carlos A. Coello Coello |
| 2021 | Parallel Evolutionary Algorithm for EEG Optimization Problems. | Mohamed A. Meselhi, Saber M. Elsayed, Ruhul A. Sarker, Daryl Leslie Essam |
| 2021 | Aggregation or Selection? Clustering Many Objectives for Vehicle Routing Problem with Demand Responsive Transport. | Renan Santos Mendes, Elizabeth F. Wanner, Flvio V. C. Martins, Kalyanmoy Deb |
| 2021 | Many Layer Transfer Learning Genetic Algorithm (MLTLGA): a New Evolutionary Transfer Learning Approach Applied To Pneumonia Classification. | Raphael de Lima Mendes, Alexandre Henrick da Silva Alves, Matheus de Souza Gomes, Pedro Luiz Lima Bertarini, Laurence Rodrigues do Amaral |
| 2021 | gaCNN: Composing CNNs and GAs to Build an Optimized Hybrid Classification Architecture. | Raphael de Lima Mendes, Alexandre Henrick da Silva Alves, Matheus de Souza Gomes, Pedro Luiz Lima Bertarini, Laurence Rodrigues do Amaral |
| 2021 | A Genetic Algorithm For Investment Tracking With Stochastic Model Predictive Control. | Masa Kely de Melo, Rodrigo T. N. Cardoso, Tales Argolo Jesus |
| 2021 | SIMARD-LinearFold: Long Sequence RNA Design with Simulated Annealing. | Ryan McBride, Herbert H. Tsang |
| 2021 | Loading is the Key: A Novel Genetic Quantum Algorithm for SDVRP. | Weijian Ma, Xinyuan Zhang, Yichen Xu, Fei Gao |
| 2021 | PSO with Coupled Map Lattice and Worker Ant's Law. | Kanta Matsumoto, Chihiro Ikuta |
| 2021 | Stabilization of Higher Periodic Orbits of the Lozi and Hnon Maps using Meta-evolutionary Approaches. | Radomil Matousek, Ren Pierre Lozi, Tomas Hulka |
| 2021 | Feature Selection for Evolving Many-Objective Job Shop Scheduling Dispatching Rules with Genetic Programming. | Atiya Masood, Gang Chen, Mengjie Zhang |
| 2021 | Building HVAC Control via Neural Networks and Natural Evolution Strategies. | Karl Mason, Santiago Grijalva |
| 2021 | Multi-Objective Discovery of PDE Systems Using Evolutionary Approach. | Mikhail Maslyaev, Alexander Hvatov |
| 2021 | Towards a More Balanced Reference Set Adaptation Method: First Results. | Luis A. Mrquez-Vega, Jess Guillermo Falcn-Cardona, Edgar Covantes Osuna |
| 2021 | A Multi-objective Approach to the Protein Structure Prediction Problem using the Biased Random-Key Genetic Algorithm. | Felipe Marchi, Rafael Stubs Parpinelli |