IEEE Transactions on Evolutionary Computation, Volume 30, Issue 4, August 2025

1) Guest Editorial: Evolutionary Computation Meets Large Language ModelsAuthor(s): M. Jiang, L. Feng, Q. Zhang, K. C. TanPages: 1330 – 1332
2) Spike-Driven Lightweight Large Language Model With Evolutionary ComputationAuthor(s): M. Zhang, W. Wei, Z. Zhou, W. Liu, J. Zhang, A. Belatreche, Y. YangPages: 1333 – 1346
3) Evolutionary Computation-Enhanced Large Language Models for Intelligent Code CompletionAuthor(s): D. Liu, Z. Tan, G. G. Yen, S. Duan, Y. Zhou, Z. HePages: 1347 – 1361
4) LLMENAS: Evolutionary Neural Architecture Search via Large Language Model GuidanceAuthor(s): Y. Lai, Z. Cai, L. Chen, T. Ling, H. -L. LiuPages: 1362 – 1376
5) LLM-Assisted Automatic Memetic Algorithm for Lot-Streaming Hybrid Job Shop Scheduling With Variable SublotsAuthor(s): R. Li, L. Wang, H. Sang, L. Yao, L. PanPages: 1377 – 1389
6) LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code GenerationAuthor(s): Z. Ma, Y. -J. Gong, H. Guo, J. Chen, Y. Ma, Z. Cao, J. ZhangPages: 1390 – 1404
7) Language Model Evolutionary Algorithms for Recommender Systems: Benchmarks and Algorithm ComparisonsAuthor(s): J. Liu, Z. Sun, S. Feng, C. Chen, Y. -S. OngPages: 1405 – 1419
8) CoCoEvo: Co-Evolution of Programs and Test Cases to Enhance Code GenerationAuthor(s): K. Li, Y. Yuan, H. Yu, T. Guo, S. CaoPages: 1420 – 1434
9) Evolutionary Content Generation via Multimodal LLM-Based Fitness EvaluationAuthor(s): Y. Hou, N. Wang, Z. Yu, D. M. Bossens, Y. Wu, Q. Zhang, Y. -S. OngPages: 1435 – 1449
10) UniBreak: A Unified Evolutionary Token-Level Jailbreaking Framework for Large Language ModelsAuthor(s): S. You, W. Jiang, H. Mei, D. Gong, Z. Li, J. Yu, J. Ji, Q. Lin, X. Li, K. -C. WongPages: 1450 – 1464
11) Multigranularity Adversarial Attacks on Large Language Models Using Genetic ProgrammingAuthor(s): W. Han, H. Li, M. Gong, Y. Zhou, Y. Wu, A. K. Qin, L. XingPages: 1465 – 1479
12) Multimodal Multiobjective Neural Architecture Search for Lightweight and Failure-Resilient Time Series ForecastingAuthor(s): Y. Li, H. Zhao, J. -Y. Li, J. LiuPages: 1480 – 1494
13) Lamarckian Inheritance Improves Robot Evolution in Dynamic EnvironmentsAuthor(s): J. Luo, K. Miras, C. Longhi, O. Weissl, A. E. EibenPages: 1495 – 1504
14) A Learning Algorithm Based on Similarity Identification and Knowledge Transfer for Dynamic Multiobjective OptimizationAuthor(s): Y. Hu, Z. Zheng, J. Ou, Y. Song, J. Zheng, J. Zou, P. N. Suganthan, S. YangPages: 1505 – 1519
15) ES-GP: An Ensemble Surrogate-Assisted Genetic Programming Approach to Image ClassificationAuthor(s): Q. Fan, Y. Zhang, X. Yao, Y. Bi, B. Xue, M. ZhangPages: 1520 – 1533
16) An Evolution Strategy With Adaptive Fitness Sharing for Multimodal Multiobjective OptimizationAuthor(s): A. Ahrari, R. A. Sarker, M. PreussPages: 1534 – 1548
17) Meta-Learning Inspired Single-Step Generative Model for Expensive Multitask Optimization ProblemsAuthor(s): R. Wang, X. Feng, H. Yu, Y. Tan, E. M. . -K. LaiPages: 1549 – 1563
18) Neuro-PLS: A Generalizable Local Search Framework for Multiobjective Combinatorial OptimizationAuthor(s): H. Zhang, J. Shi, J. Sun, Q. Zhang, Z. XuPages: 1564 – 1578
19) A Survey on Evolutionary Multimodal Optimization-Driven Machine LearningAuthor(s): P. Wang, B. Xue, J. Liang, M. ZhangPages: 1594 – 1614
20) Data-Driven Dynamic Multiobjective Optimization With Response to Stochastic Changes for Municipal Solid Waste Incineration ProcessAuthor(s): J. Qiao, W. Huang, X. MengPages: 1615 – 1629
21) Large-Scale Multimodal Multiobjective Optimization Based on Multiview Diversity Enhancement MechanismAuthor(s): T. Zheng, J. Liu, Y. Jin, X. Wang, Y. LiuPages: 1630 – 1644
22) YOLO-Light: Automatic Lightweight You-Only-Look-Once Generation in Different Scenarios Through NeuroEvolutionAuthor(s): Z. Shuai, T. Yu, B. Zhang, C. Ren, L. Wang, X. Jiang, L. Li, J. ShuaiPages: 1645 – 1658
23) Controlling Functional Complexity for Overfitting Reduction and Improved Interpretability in GPAuthor(s): S. Silva, I. Magessi, L. VanneschiPages: 1659 – 1668
24) Vector Quantized-Elites: Unsupervised and Problem-Agnostic Quality-Diversity OptimizationAuthor(s): C. Tsakonas, K. ChatzilygeroudisPages: 1669 – 1683
25) Conditional-Surrogate-Assisted Particle Swarm Optimization for Large-Scale Robust Optimization Over TimeAuthor(s): X. -F. Liu, T. -H. Wang, Z. -H. Zhan, J. ZhangPages: 1684 – 1698
26) It’s Morphing Time: Unleashing the Potential of Multiple LLMs via Multiobjective OptimizationAuthor(s): B. Li, Z. Di, Y. Yang, H. Qian, P. Yang, H. Hao, K. Tang, A. ZhouPages: 1699 – 1713
27) Visual Evolutionary Optimization on Graph-Structured Combinatorial Problems with MLLMs: A Case Study of Influence MaximizationAuthor(s): J. Zhao, K. H. CheongPages: 1714 – 1728
28) Evolutionary Contribution and Problem Heuristic Information Ensemble-Based Resource Allocation for Cooperative CoevolutionAuthor(s): D. Liu, M. -Y. Lu, Q. Yang, W. -N. Chen, Y. -H. Jia, J. -Y. Li, T. Li, Y. -Y. Ma, J. ZhangPages: 1729 – 1746
29) An Evolutionary Approach for the Computation of ϵ-Locally Optimal Solutions for Multiobjective Multimodal OptimizationAuthor(s): C. Hernández, A. E. Rodriguez-Fernandez, L. Schäpermeier, O. Cuate, H. Trautmann, O. SchützePages: 1747 – 1760
30) Evolutionary Reinforcement Learning With Late-Start Evolution and Clustering ArchiveAuthor(s): Q. Cai, Y. -H. Jia, K. Zheng, S. Ou, W. -N. ChenPages: 1761 – 1775