Genetic Programming and Evolvable Machines

Papers
(The median citation count of Genetic Programming and Evolvable Machines is 1. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-08-01 to 2026-08-01.)
ArticleCitations
Evolutionary design and analysis of ribozyme-based logic gates48
A comparison of an evolvable hardware controller with an artificial neural network used for evolving the gait of a hexapod robot32
On fitting numerical features into probabilistic distributions to represent data for fuzzy pattern trees21
A new hybrid method of Evolutionary-Numerical algorithms to solve ODEs arising in physics and engineering20
Adaptive complexity knee point selection in multi-objective genetic programming for improving generalization of evolutionary feature construction in regression17
Geometric semantic genetic programming with normalized and standardized random programs15
A new representation in 3D VLSI floorplan: 3D O-Tree12
A review of “Symbolic Regression” by Gabriel Kronberger, Bogdan Burlacu, Michael Kommenda, Stephan M. Winkler, and Michael Affenzeller, ISBN 978-1-138-05481-3, 2024, CRC Press.11
A genetic algorithm for rule extraction in fuzzy adaptive learning control networks10
Julian Togelius: Artificial General Intelligence, The MIT Press Essential Knowledge series, 2024, paperback, 230 pages, ISBN:97802625493499
An investigation into structured grammatical evolution initialisation9
GSGP-hardware: instantaneous symbolic regression with an FPGA implementation of geometric semantic genetic programming8
Evolutionary combination of connected event schemas into meaningful plots6
Semantic segmentation network stacking with genetic programming6
Semantic mutation operator for a fast and efficient design of bent Boolean functions6
“Machine learning assisted evolutionary multi- and many-objective optimization” by Dhish Kumar Saxena, Sukrit Mittal, Kalyanmoy Deb, and Erik D. Goodman, ISBN 978-981-99-2095-2, Springer, 20246
Hierarchical non-dominated sort: analysis and improvement5
A survey on dynamic populations in bio-inspired algorithms5
A structure-based genetic programming generation constructive hyper-heuristic with transfer learning for combinatorial optimisation4
An oversampling method based on adaptive artificial immune network and SMOTE4
Introducing look-ahead into relocation rules generated with genetic programming for the container relocation problem4
A genetic programming approach to the automated design of CNN models for image classification and video shorts creation4
RSCID: requirements selection considering interactions and dependencies4
A comparison of representations in grammar-guided genetic programming in the context of glucose prediction in people with diabetes4
Exploring grammar-guided design and evolution of polyominoes with modular soft robots3
Evolutionary design of swing-up controllers for stabilization task of underactuated inverted pendulums3
Chaotic map-coded metaheuristics for metameric variable-length problems3
Using FPGA devices to accelerate the evaluation phase of tree-based genetic programming: an extended analysis3
The science of soft robots, Koichi Suzumori, Kenjiro Fukuda, Ryuma Niiyama, and Kohei Nakajima: ISBN 978-9811951732, Springer 20233
A survey on batch training in genetic programming3
New directions in fitness evaluation: commentary on Langdon’s JAWS303
Reward tampering and evolutionary computation: a study of concrete AI-safety problems using evolutionary algorithms3
GA-optimized BiLSTM with dynamic surrogate model for enhanced stock price prediction2
Editorial introduction for the special issue on highlights of genetic programming 2023 events2
Quality-diversity in problems with composite solutions: a case study on body–brain robot optimization2
Memetic semantic boosting for symbolic regression2
Harnessing evolutionary algorithms for enhanced characterization of ENSO events2
Matchmaker, matchmaker, make me a match: geometric, variational, and evolutionary implications of criteria for tag affinity2
GELS-SVR: a combination of grammatical evolution and least squares support vector regression for symbolic solution to Falkner-Skan equation2
Constraining genetic symbolic regression via semantic backpropagation2
Hga-lstm: LSTM architecture and hyperparameter search by hybrid GA for air pollution prediction2
Benchmarking ensemble genetic programming with a linked list external memory on scalable partially observable tasks2
Commentary on “Jaws 30”, by W. B. Langdon2
Veni, Vidi, Evolvi commentary on W. B. Langdon’s “Jaws 30”1
Cellular geometric semantic genetic programming1
Discovering continuous-time memory-based symbolic policies using genetic programming1
“The physics of evolution” by Michael W. Roth, Crc press, 20231
Alleviating overfitting in transformation-interaction-rational symbolic regression with multi-objective optimization1
Using estimation of distribution algorithm for procedural content generation in video games1
Chief editorship transition1
Benjamin Doerr and Frank Neumann (editors): theory of evolutionary computation1
Acknowledgment to reviewers (2025)1
Commentary for the GPEM peer commentary special section on W. B. Langdon’s “Jaws 30”1
On the hybridization of geometric semantic GP with gradient-based optimizers1
Nirupam Chakraborti: Data-Driven Evolutionary Modeling in Materials Technology1
An ensemble learning interpretation of geometric semantic genetic programming1
Experiments in evolutionary image enhancement with ELAINE1
Introduction to special issue on highlights of genetic programming 2022 events1
Introduction for the special issue on highlights of genetic programming 2024 & 2025 events1
Editorial introduction to the special issue for the tenth anniversary of geometric semantic genetic programming1
Xin Yao & Siang Yew Chong: Coevolutionary Computation and Its Applications1
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