Evolutionary Computation and Machine Learning Research Group: Publications
Our publications are organised by year, or you can see the full list
here.
Our 20 most recent publications:
- Huang, J., Xue, B., Sun, Y., Zhang, M., & Yen, G. G. (2025) "Automated design of neural networks with multi-scale convolutions via multi-path weight sampling". Pattern Recognition, 165. doi:10.1016/j.patcog.2025.111605
- Han, B., Li, H., Li, K., Zhai, J., Ren, W., Gang, S., . . . Xue, B. (2025) "Uncovering the commodification of food in rural Chinese households". Journal of Rural Studies, 118. doi:10.1016/j.jrurstud.2025.103693
- Xie, C., Xue, B., Yang, M., Zhang, M., Xu, Z., Wang, J., . . . Liu, Y. (2025) "Evolutionary neural architecture search for automatically designing CNN-GRU-Attention neural networks for turntable servo systems". Expert Systems with Applications, 283. doi:10.1016/j.eswa.2025.127765
- Li, N., Ma, L., Wang, R., Cheng, S., Sun, Y., Xue, B., & Zhang, M. (2025) "Listwise ranking predictor for evolutionary neural architecture search". Swarm and Evolutionary Computation, 96. doi:10.1016/j.swevo.2025.101956
- Zheng, Y., Zhang, F., Gao, X., & Ma, J. (2025) "Bagging-based ensemble classifiers using multi-objective genetic programming". Memetic Computing, 17(2). doi:10.1007/s12293-025-00444-8
- Xu, M., Mei, Y., Zhang, F., & Zhang, M. (2025) "Learn to optimise for job shop scheduling: a survey with comparison between genetic programming and reinforcement learning". Artificial Intelligence Review, 58(6). doi:10.1007/s10462-024-11059-9
- Jia, K., Zhang, F., Gao, X., & Ma, J. (2025) "Archive-based multiple feature construction method using adaptive genetic programming". Memetic Computing, 17(2). doi:10.1007/s12293-025-00453-7
- Huang, Z., Mei, Y., Zhang, F., Zhang, M., & Banzhaf, W. (2025) "Cross-Representation Genetic Programming: A Case Study on Tree-based and Linear Representations". Evol Comput, 1-28. doi:10.1162/evco.a.25
- Wang, C., Chen, Q., Xue, B., & Zhang, M. (2025) "Semantics-guided multi-task genetic programming for multi-output regression". Pattern Recognition, 161. doi:10.1016/j.patcog.2024.111289
- Lee, A., Gomes, H. M., Zhang, Y., & Bastiaan Kleijn, W. (2025) "Kolmogorov-Arnold Networks Still Catastrophically Forget but Differently from MLP". Proceedings of the AAAI Conference on Artificial Intelligence, 39(17), 18053-18061. doi:10.1609/aaai.v39i17.33986
- Zhang, T., Bi, Y., Liang, J., Xue, B., & Zhang, M. (2025) "Multi-objective genetic programming based on decomposition for feature learning in image classification". Swarm and Evolutionary Computation, 94. doi:10.1016/j.swevo.2025.101875
- Alvarez, I. M., Nguyen, T. B., Browne, W. N., & Zhang, M. (2025) "A Layered Learning Approach to Scaling in Learning Classifier Systems for Boolean Problems". Evolutionary computation, 33(1), 115-140. doi:10.1162/evco_a_00351
- Xie, C., Xue, B., Zhang, M., Chen, S., & Liu, Y. (2025) "Evolving temporal convolutional neural networks for modeling turntable servo systems". Applied Soft Computing, 172. doi:10.1016/j.asoc.2025.112800
- Lin, B. C., Mei, Y., & Zhang, M. (2025) "Automated design of state transition rules in ant colony optimization by genetic programming: a comprehensive investigation". Memetic Computing, 17(1). doi:10.1007/s12293-025-00435-9
- Culpi Mann, E., Gomes, H. M., Williamson, A. J., & Castelo Branco, M. (2025) "A decade of biodiversity conservation: insights into corporate social responsibility in an emerging market context". International Journal of Emerging Markets, 20(3), 1170-1189. doi:10.1108/IJOEM-05-2022-0744
- Gomes, H. M., Lee, A., Gunasekara, N., Sun, Y., Cassales, G. W., Liu, J., . . . Bifet, A. (2025) "CapyMOA: Efficient Machine Learning for Data Streams in Python". __. doi:10.48550/arxiv.2502.07432
- Sun, Y., Gomes, H. M., Pfahringer, B., & Bifet, A. (2025) "Evaluation for Regression Analyses on Evolving Data Streams". __. doi:10.48550/arxiv.2502.07213
- Zhao, J., Xue, B., & Zhang, M. (2025) "SALENet: Structure-Aware Lighting Estimations from a Single Image for Indoor Environments". IEEE Transactions on Image Processing. doi:10.1109/TIP.2024.3512381
- Zhang, M. (2025) "2025 IEEE CIS Awards [Society Briefs]". IEEE Computational Intelligence Magazine, 20(1), 9-12. doi:10.1109/mci.2024.3505334
- Wang, F., Zuo, X., Huang, H., & Chen, G. (2025) "ADBA: Approximation Decision Boundary Approach for Black-Box Adversarial Attacks". __. doi:10.1609/aaai.v39i7.32821