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2020 – today
- 2025
[j26]Songbai Liu
, Zeyi Wang, Lijia Ma, Jianyong Chen, Xun Zhou:
Learning improvement representations to accelerate evolutionary large-scale multiobjective optimization. Inf. Sci. 705: 121973 (2025)- [j25]Shaifeng Zheng, Qingling Zhu, Qiuzhen Lin, Songbai Liu, Ka-Chun Wong, Jian-Qiang Li:
Personalized federated learning with multiple classifier aggregation. Knowl. Based Syst. 311: 113073 (2025) - [j24]Xun Zhou, Songbai Liu, A. Kai Qin, Kay Chen Tan:
Evolutionary Neural Architecture Search for Transferable Networks. IEEE Trans. Emerg. Top. Comput. Intell. 9(2): 1556-1568 (2025) - [c10]Rong Li, Long Xu, Songbai Liu, Junkai Ji, Lingjie Li, Qiuzhen Lin, Lijia Ma:
Structure Balance and Gradient Matching-Based Signed Graph Condensation. AAAI 2025: 12121-12129 - 2024
- [j23]Songbai Liu, Hongru Li, Youhe Huang, Shuang Wen:
TS-TFSIAM: Time-series self-supervised learning with time-frequency SiameseNet. Knowl. Based Syst. 288: 111472 (2024) - [j22]Yinglan Feng, Liang Feng, Songbai Liu, Sam Kwong, Kay Chen Tan:
Towards multi-objective high-dimensional feature selection via evolutionary multitasking. Swarm Evol. Comput. 89: 101618 (2024) - [j21]Songbai Liu, Zeyi Wang, Qiuzhen Lin, Jianyong Chen:
Coevolutionary multitasking for constrained multiobjective optimization. Swarm Evol. Comput. 91: 101727 (2024) - [j20]Lingjie Li, Yongfeng Li, Qiuzhen Lin, Songbai Liu, Junwei Zhou, Zhong Ming, Carlos A. Coello Coello:
Neural Net-Enhanced Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization. IEEE Trans. Cybern. 54(6): 3502-3515 (2024) - [j19]Xun Zhou, Zhenkun Wang, Liang Feng, Songbai Liu, Ka-Chun Wong, Kay Chen Tan:
Toward Evolutionary Multitask Convolutional Neural Architecture Search. IEEE Trans. Evol. Comput. 28(3): 682-695 (2024) - [j18]Xunfeng Wu, Qiuzhen Lin, Junwei Zhou, Songbai Liu, Carlos A. Coello Coello, Victor C. M. Leung:
Evolutionary Optimization with a Simplified Helper Task for High-Dimensional Expensive Multiobjective Problems. ACM Trans. Evol. Learn. Optim. 4(4): 23:1-23:32 (2024) - [j17]Songbai Liu, Jun Li, Qiuzhen Lin, Ye Tian, Jianqiang Li, Kay Chen Tan:
Evolutionary Large-Scale Multiobjective Optimization via Autoencoder-Based Problem Transformation. IEEE Trans. Emerg. Top. Comput. Intell. 8(4): 2709-2722 (2024) - [c9]Xuan Duan, Songbai Liu, Junkai Ji, Lingjie Li, Qiuzhen Lin, Kay Chen Tan:
Evolutionary Multiobjective Feature Selection Assisted by Unselected Features. CEC 2024: 1-8 - [c8]Xunfeng Wu, Songbai Liu, Junkai Ji, Lijia Ma, Victor C. M. Leung:
A Surrogate-Assisted Evolutionary Algorithm for Expensive Dynamic Multimodal Optimzation. CEC 2024: 1-8 - [c7]Xiaoming Xue, Liang Feng, Cuie Yang, Songbai Liu, Linqi Song, Kay Chen Tan:
Multiobjective Sequential Transfer Optimization: Benchmark Problems and Preliminary Results. CEC 2024: 1-8 - [c6]Zeyi Wang, Songbai Liu, Jianyong Chen, Kay Chen Tan:
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization. ICIC (2) 2024: 218-230 - [c5]Zhouming Zhu, Lingjie Li, Zhijiao Xiao, Songbai Liu, Lijia Ma, Qiuzhen Lin, Zhong Ming:
A High-Dimensional Feature Selection Method via Selection and Non-selection Operators and Local Search Mechanism in Particle Swarm Optimization. ICIC (2) 2024: 281-294 - [c4]Heping Liu, Songbai Liu, Junkai Ji, Qiuzhen Lin, Jianyong Chen, Kay Chen Tan:
Personalized Federated Learning with Enhanced Implicit Generalization. IJCNN 2024: 1-8 - [i4]Yinglan Feng, Liang Feng, Songbai Liu, Sam Kwong, Kay Chen Tan:
Towards Multi-Objective High-Dimensional Feature Selection via Evolutionary Multitasking. CoRR abs/2401.01563 (2024) - [i3]Zeyi Wang, Songbai Liu, Jianyong Chen, Kay Chen Tan:
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization. CoRR abs/2405.05767 (2024) - 2023
- [j16]Youhe Huang, Rongfeng Zhang, Hongru Li, Yunlong Xia, Xia Yu, Songbai Liu, Yiheng Yang:
A multi-label learning prediction model for heart failure in patients with atrial fibrillation based on expert knowledge of disease duration. Appl. Intell. 53(17): 20047-20058 (2023) - [j15]Qiuzhen Lin, Jun Li, Songbai Liu, Lijia Ma, Jian-Qiang Li, Jianyong Chen:
An adaptive two-stage evolutionary algorithm for large-scale continuous multi-objective optimization. Swarm Evol. Comput. 77: 101235 (2023) - [j14]Songbai Liu, Jun Li, Qiuzhen Lin, Ye Tian, Kay Chen Tan:
Learning to Accelerate Evolutionary Search for Large-Scale Multiobjective Optimization. IEEE Trans. Evol. Comput. 27(1): 67-81 (2023) - [j13]Songbai Liu, Qiuzhen Lin, Ka-Chun Wong, Qing Li, Kay Chen Tan:
Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms. IEEE Trans. Evol. Comput. 27(3): 401-415 (2023) - [j12]Songbai Liu, Qiuzhen Lin, Liang Feng, Ka-Chun Wong, Kay Chen Tan:
Evolutionary Multitasking for Large-Scale Multiobjective Optimization. IEEE Trans. Evol. Comput. 27(4): 863-877 (2023) - [j11]Songbai Liu, Qiuzhen Lin, Jianqiang Li, Kay Chen Tan:
A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization. IEEE Trans. Evol. Comput. 27(6): 1941-1961 (2023) - [c3]Xun Zhou, Songbai Liu, Ka-Chun Wong, Qiuzhen Lin, Kay Chen Tan:
A Hybrid Search Method for Accelerating Convolutional Neural Architecture Search. ICMLC 2023: 177-182 - 2022
- [j10]Songbai Liu, Qiuzhen Lin, Ka-Chun Wong, Carlos A. Coello Coello, Jianqiang Li, Zhong Ming, Jun Zhang:
A Self-Guided Reference Vector Strategy for Many-Objective Optimization. IEEE Trans. Cybern. 52(2): 1164-1178 (2022) - [j9]Songbai Liu, Qiuzhen Lin, Kay Chen Tan, Maoguo Gong, Carlos A. Coello Coello:
A Fuzzy Decomposition-Based Multi/Many-Objective Evolutionary Algorithm. IEEE Trans. Cybern. 52(5): 3495-3509 (2022) - [j8]Songbai Liu, Qiuzhen Lin, Ye Tian, Kay Chen Tan:
A Variable Importance-Based Differential Evolution for Large-Scale Multiobjective Optimization. IEEE Trans. Cybern. 52(12): 13048-13062 (2022) - [j7]Songbai Liu, Qiuzhen Lin, Qing Li, Kay Chen Tan:
A Comprehensive Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization. IEEE Trans. Syst. Man Cybern. Syst. 52(9): 5829-5842 (2022) - [c2]Songbai Liu, Min Jiang, Qiuzhen Lin, Kay Chen Tan:
Evolutionary Large-Scale Multiobjective Optimization via Self-guided Problem Transformation. CEC 2022: 1-8 - [i2]Songbai Liu:
A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization. CoRR abs/2206.11526 (2022) - 2021
- [j6]Songbai Liu, Junhao Zheng, Qiuzhen Lin, Kay Chen Tan:
Evolutionary multi and many-objective optimization via clustering for environmental selection. Inf. Sci. 578: 930-949 (2021) - [i1]Songbai Liu, Qiuzhen Lin, Kay Chen Tan, Qing Li:
Benchmark Problems for CEC2021 Competition on Evolutionary Transfer Multiobjectve Optimization. CoRR abs/2110.08033 (2021) - 2020
- [j5]Songbai Liu, Qiyuan Yu, Qiuzhen Lin, Kay Chen Tan:
An adaptive clustering-based evolutionary algorithm for many-objective optimization problems. Inf. Sci. 537: 261-283 (2020)
2010 – 2019
- 2019
- [j4]Lingjie Li, Qiuzhen Lin, Songbai Liu, Dunwei Gong, Carlos A. Coello Coello, Zhong Ming:
A novel multi-objective immune algorithm with a decomposition-based clonal selection. Appl. Soft Comput. 81 (2019) - [j3]Songbai Liu, Qiuzhen Lin, Ka-Chun Wong, Lijia Ma, Carlos A. Coello Coello, Dunwei Gong:
A novel multi-objective evolutionary algorithm with dynamic decomposition strategy. Swarm Evol. Comput. 48: 182-200 (2019) - [j2]Qiuzhen Lin, Songbai Liu, Ka-Chun Wong, Maoguo Gong, Carlos A. Coello Coello, Jianyong Chen, Jun Zhang:
A Clustering-Based Evolutionary Algorithm for Many-Objective Optimization Problems. IEEE Trans. Evol. Comput. 23(3): 391-405 (2019) - 2018
- [j1]Qiuzhen Lin, Songbai Liu, Qingling Zhu, Chaoyu Tang, Ruizhen Song, Jianyong Chen, Carlos A. Coello Coello, Ka-Chun Wong, Jun Zhang:
Particle Swarm Optimization With a Balanceable Fitness Estimation for Many-Objective Optimization Problems. IEEE Trans. Evol. Comput. 22(1): 32-46 (2018) - 2017
- [c1]Songbai Liu, Qiuzhen Lin, Jianyong Chen:
A Novel Multi-objective Evolutionary Algorithm Based on a Further Decomposition Strategy. CIS 2017: 25-29
Coauthor Index
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