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

1) Guest Editorial: Evolutionary Computation Meets Large Language Models

Author(s): M. Jiang, L. Feng, Q. Zhang, K. C. Tan

Pages: 1330 - 1332

2) Spike-Driven Lightweight Large Language Model With Evolutionary Computation

Author(s): M. Zhang, W. Wei, Z. Zhou, W. Liu, J. Zhang, A. Belatreche, Y. Yang

Pages: 1333 - 1346

3) Evolutionary Computation-Enhanced Large Language Models for Intelligent Code Completion

Author(s): D. Liu, Z. Tan, G. G. Yen, S. Duan, Y. Zhou, Z. He

Pages: 1347 - 1361

4) LLMENAS: Evolutionary Neural Architecture Search via Large Language Model Guidance

Author(s): Y. Lai, Z. Cai, L. Chen, T. Ling, H. -L. Liu

Pages: 1362 - 1376

5) LLM-Assisted Automatic Memetic Algorithm for Lot-Streaming Hybrid Job Shop Scheduling With Variable Sublots

Author(s): R. Li, L. Wang, H. Sang, L. Yao, L. Pan

Pages: 1377 - 1389

6) LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation

Author(s): Z. Ma, Y. -J. Gong, H. Guo, J. Chen, Y. Ma, Z. Cao, J. Zhang

Pages: 1390 - 1404

7) Language Model Evolutionary Algorithms for Recommender Systems: Benchmarks and Algorithm Comparisons

Author(s): J. Liu, Z. Sun, S. Feng, C. Chen, Y. -S. Ong

Pages: 1405 - 1419

8) CoCoEvo: Co-Evolution of Programs and Test Cases to Enhance Code Generation

Author(s): K. Li, Y. Yuan, H. Yu, T. Guo, S. Cao

Pages: 1420 - 1434

9) Evolutionary Content Generation via Multimodal LLM-Based Fitness Evaluation

Author(s): Y. Hou, N. Wang, Z. Yu, D. M. Bossens, Y. Wu, Q. Zhang, Y. -S. Ong

Pages: 1435 - 1449

10) UniBreak: A Unified Evolutionary Token-Level Jailbreaking Framework for Large Language Models

Author(s): S. You, W. Jiang, H. Mei, D. Gong, Z. Li, J. Yu, J. Ji, Q. Lin, X. Li, K. -C. Wong

Pages: 1450 - 1464

11) Multigranularity Adversarial Attacks on Large Language Models Using Genetic Programming

Author(s): W. Han, H. Li, M. Gong, Y. Zhou, Y. Wu, A. K. Qin, L. Xing

Pages: 1465 - 1479

12) Multimodal Multiobjective Neural Architecture Search for Lightweight and Failure-Resilient Time Series Forecasting

Author(s): Y. Li, H. Zhao, J. -Y. Li, J. Liu

Pages: 1480 - 1494

13) Lamarckian Inheritance Improves Robot Evolution in Dynamic Environments

Author(s): J. Luo, K. Miras, C. Longhi, O. Weissl, A. E. Eiben

Pages: 1495 - 1504

14) A Learning Algorithm Based on Similarity Identification and Knowledge Transfer for Dynamic Multiobjective Optimization

Author(s): Y. Hu, Z. Zheng, J. Ou, Y. Song, J. Zheng, J. Zou, P. N. Suganthan, S. Yang

Pages: 1505 - 1519

15) ES-GP: An Ensemble Surrogate-Assisted Genetic Programming Approach to Image Classification

Author(s): Q. Fan, Y. Zhang, X. Yao, Y. Bi, B. Xue, M. Zhang

Pages: 1520 - 1533

16) An Evolution Strategy With Adaptive Fitness Sharing for Multimodal Multiobjective Optimization

Author(s): A. Ahrari, R. A. Sarker, M. Preuss

Pages: 1534 - 1548

17) Meta-Learning Inspired Single-Step Generative Model for Expensive Multitask Optimization Problems

Author(s): R. Wang, X. Feng, H. Yu, Y. Tan, E. M. . -K. Lai

Pages: 1549 - 1563

18) Neuro-PLS: A Generalizable Local Search Framework for Multiobjective Combinatorial Optimization

Author(s): H. Zhang, J. Shi, J. Sun, Q. Zhang, Z. Xu

Pages: 1564 - 1578

19) A Survey on Evolutionary Multimodal Optimization-Driven Machine Learning

Author(s): P. Wang, B. Xue, J. Liang, M. Zhang

Pages: 1594 - 1614

20) Data-Driven Dynamic Multiobjective Optimization With Response to Stochastic Changes for Municipal Solid Waste Incineration Process

Author(s): J. Qiao, W. Huang, X. Meng

Pages: 1615 - 1629

21) Large-Scale Multimodal Multiobjective Optimization Based on Multiview Diversity Enhancement Mechanism

Author(s): T. Zheng, J. Liu, Y. Jin, X. Wang, Y. Liu

Pages: 1630 - 1644

22) YOLO-Light: Automatic Lightweight You-Only-Look-Once Generation in Different Scenarios Through NeuroEvolution

Author(s): Z. Shuai, T. Yu, B. Zhang, C. Ren, L. Wang, X. Jiang, L. Li, J. Shuai

Pages: 1645 - 1658

23) Controlling Functional Complexity for Overfitting Reduction and Improved Interpretability in GP

Author(s): S. Silva, I. Magessi, L. Vanneschi

Pages: 1659 - 1668

24) Vector Quantized-Elites: Unsupervised and Problem-Agnostic Quality-Diversity Optimization

Author(s): C. Tsakonas, K. Chatzilygeroudis

Pages: 1669 - 1683

25) Conditional-Surrogate-Assisted Particle Swarm Optimization for Large-Scale Robust Optimization Over Time

Author(s): X. -F. Liu, T. -H. Wang, Z. -H. Zhan, J. Zhang

Pages: 1684 - 1698

26) It’s Morphing Time: Unleashing the Potential of Multiple LLMs via Multiobjective Optimization

Author(s): B. Li, Z. Di, Y. Yang, H. Qian, P. Yang, H. Hao, K. Tang, A. Zhou

Pages: 1699 - 1713

27) Visual Evolutionary Optimization on Graph-Structured Combinatorial Problems with MLLMs: A Case Study of Influence Maximization

Author(s): J. Zhao, K. H. Cheong

Pages: 1714 - 1728

28) Evolutionary Contribution and Problem Heuristic Information Ensemble-Based Resource Allocation for Cooperative Coevolution

Author(s): D. Liu, M. -Y. Lu, Q. Yang, W. -N. Chen, Y. -H. Jia, J. -Y. Li, T. Li, Y. -Y. Ma, J. Zhang

Pages: 1729 - 1746

29) An Evolutionary Approach for the Computation of ϵ-Locally Optimal Solutions for Multiobjective Multimodal Optimization

Author(s): C. Hernández, A. E. Rodriguez-Fernandez, L. Schäpermeier, O. Cuate, H. Trautmann, O. Schütze

Pages: 1747 - 1760

30) Evolutionary Reinforcement Learning With Late-Start Evolution and Clustering Archive

Author(s): Q. Cai, Y. -H. Jia, K. Zheng, S. Ou, W. -N. Chen

Pages: 1761 - 1775

Computational Intelligence

Monday, August 3, 2026

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

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