Songbai Liu

52 papers A* 2B 6C 1Misc 1Journal 39Unranked 3
YearRankTypeTitle / Venue / Authors
2026 A* conf
FeTS: A Feature-Aware Framework for Time Series Forecasting.
AAAI
Le Wang, Jianyong Chen, Songbai Liu
2026 J jnl
Multipattern Learning and Collaboration-Based Evolutionary Optimizer for Large-Scale Multiobjective Optimization.
IEEE Trans. Syst. Man Cybern. Syst.
Wei Song, Mingshuo Song, Haojie Zhou, Xiaoyan Sun, Yaochu Jin, Songbai Liu, Qiuzhen Lin, Shengxiang Yang
2026 J jnl
TFTDM: Time-frequency transformer with drop-mask strategy for time series self-supervised learning.
Knowl. Based Syst.
Songbai Liu, Hongru Li
2026 J jnl
TS-TFMAE: time series self-supervised learning with time-frequency masked autoencoders.
Appl. Intell.
Songbai Liu, Hongru Li, Yinghua Yang
2025 B conf
An Enhanced Search Direction-Based Knowledge Transfer for Multiobjective Many-Tasking Evolutionary Optimization.
CEC
Wu Lin, Songbai Liu, Qingling Zhu, Qiuzhen Lin
2025 — conf
Clustering-Based Evolutionary Federated Multiobjective Optimization and Learning.
ICIC (18)
Chengui Xiao, Songbai Liu
2025 J jnl
Clustering-Based Evolutionary Federated Multiobjective Optimization and Learning.
CoRR
Chengui Xiao, Songbai Liu
2025 J jnl
Evolutionary Multitasking With Adaptive Knowledge Transfer for Expensive Multiobjective Optimization.
IEEE Trans. Evol. Comput.
Xunfeng Wu, Songbai Liu, Qiuzhen Lin, Kay Chen Tan, Victor C. M. Leung
2025 J jnl
Evolutionary Neural Architecture Search for Transferable Networks.
IEEE Trans. Emerg. Top. Comput. Intell.
Xun Zhou, Songbai Liu, A. K. Qin, Kay Chen Tan
2025 J jnl
Learning improvement representations to accelerate evolutionary large-scale multiobjective optimization.
Inf. Sci.
Songbai Liu, Zeyi Wang, Lijia Ma, Jianyong Chen, Xun Zhou
2025 J jnl
Learning-Aided Evolutionary Search and Selection for Scaling-Up Constrained Multiobjective Optimization.
IEEE Trans. Evol. Comput.
Songbai Liu, Zeyi Wang, Qiuzhen Lin, Jianqiang Li, Kay Chen Tan
2025 J jnl
Learning-Based Directional Improvement Prediction for Dynamic Multiobjective Optimization.
IEEE Trans. Evol. Comput.
Yulong Ye, Songbai Liu, Junwei Zhou, Qiuzhen Lin, Min Jiang, Kay Chen Tan
2025 J jnl
Multifaceted collaborative evolutionary constrained multimodal multiobjective optimization.
Swarm Evol. Comput.
Zeyi Wang, Songbai Liu, Lijia Ma, Qiuzhen Lin, Jianyong Chen
2025 J jnl
Personalized federated learning with multiple classifier aggregation.
Knowl. Based Syst.
Shaifeng Zheng, Qingling Zhu, Qiuzhen Lin, Songbai Liu, Ka-Chun Wong, Jian-Qiang Li
2025 J jnl
SCGAN: Sampling and Clustering-Based Neural Architecture Search for GANs.
IEEE Trans. Emerg. Top. Comput. Intell.
Qingling Zhu, Yeming Yang, Songbai Liu, Qiuzhen Lin, Kay Chen Tan
2025 A* conf
Structure Balance and Gradient Matching-Based Signed Graph Condensation.
AAAI
Rong Li, Long Xu, Songbai Liu, Junkai Ji, Lingjie Li, Qiuzhen Lin, Lijia Ma
2024 — conf
A High-Dimensional Feature Selection Method via Selection and Non-selection Operators and Local Search Mechanism in Particle Swarm Optimization.
ICIC (2)
Zhouming Zhu, Lingjie Li, Zhijiao Xiao, Songbai Liu, Lijia Ma, Qiuzhen Lin, Zhong Ming
2024 B conf
A Surrogate-Assisted Evolutionary Algorithm for Expensive Dynamic Multimodal Optimzation.
CEC
Xunfeng Wu, Songbai Liu, Junkai Ji, Lijia Ma, Victor C. M. Leung
2024 J jnl
Coevolutionary multitasking for constrained multiobjective optimization.
Swarm Evol. Comput.
Songbai Liu, Zeyi Wang, Qiuzhen Lin, Jianyong Chen
2024 J jnl
Evolutionary Large-Scale Multiobjective Optimization via Autoencoder-Based Problem Transformation.
IEEE Trans. Emerg. Top. Comput. Intell.
Songbai Liu, Jun Li, Qiuzhen Lin, Ye Tian, Jianqiang Li, Kay Chen Tan
2024 B conf
Evolutionary Multiobjective Feature Selection Assisted by Unselected Features.
CEC
Xuan Duan, Songbai Liu, Junkai Ji, Lingjie Li, Qiuzhen Lin, Kay Chen Tan
2024 J jnl
Evolutionary Optimization with a Simplified Helper Task for High-Dimensional Expensive Multiobjective Problems.
ACM Trans. Evol. Learn. Optim.
Xunfeng Wu, Qiuzhen Lin, Junwei Zhou, Songbai Liu, Carlos A. Coello Coello, Victor C. M. Leung
2024 — conf
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization.
ICIC (2)
Zeyi Wang, Songbai Liu, Jianyong Chen, Kay Chen Tan
2024 J jnl
Large Language Model-Aided Evolutionary Search for Constrained Multiobjective Optimization.
CoRR
Zeyi Wang, Songbai Liu, Jianyong Chen, Kay Chen Tan
2024 B conf
Multiobjective Sequential Transfer Optimization: Benchmark Problems and Preliminary Results.
CEC
Xiaoming Xue, Liang Feng, Cuie Yang, Songbai Liu, Linqi Song, Kay Chen Tan
2024 J jnl
Neural Net-Enhanced Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization.
IEEE Trans. Cybern.
Lingjie Li, Yongfeng Li, Qiuzhen Lin, Songbai Liu, Junwei Zhou, Zhong Ming, Carlos A. Coello Coello
2024 B conf
Personalized Federated Learning with Enhanced Implicit Generalization.
IJCNN
Heping Liu, Songbai Liu, Junkai Ji, Qiuzhen Lin, Jianyong Chen, Kay Chen Tan
2024 J jnl
TS-TFSIAM: Time-series self-supervised learning with time-frequency SiameseNet.
Knowl. Based Syst.
Songbai Liu, Hongru Li, Youhe Huang, Shuang Wen
2024 J jnl
Toward Evolutionary Multitask Convolutional Neural Architecture Search.
IEEE Trans. Evol. Comput.
Xun Zhou, Zhenkun Wang, Liang Feng, Songbai Liu, Ka-Chun Wong, Kay Chen Tan
2024 J jnl
Towards Multi-Objective High-Dimensional Feature Selection via Evolutionary Multitasking.
CoRR
Yinglan Feng, Liang Feng, Songbai Liu, Sam Kwong, Kay Chen Tan
2024 J jnl
Towards multi-objective high-dimensional feature selection via evolutionary multitasking.
Swarm Evol. Comput.
Yinglan Feng, Liang Feng, Songbai Liu, Sam Kwong, Kay Chen Tan
2023 Misc conf
A Hybrid Search Method for Accelerating Convolutional Neural Architecture Search.
ICMLC
Xun Zhou, Songbai Liu, Ka-Chun Wong, Qiuzhen Lin, Kay Chen Tan
2023 J jnl
A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization.
IEEE Trans. Evol. Comput.
Songbai Liu, Qiuzhen Lin, Jianqiang Li, Kay Chen Tan
2023 J jnl
A multi-label learning prediction model for heart failure in patients with atrial fibrillation based on expert knowledge of disease duration.
Appl. Intell.
Youhe Huang, Rongfeng Zhang, Hongru Li, Yunlong Xia, Xia Yu, Songbai Liu, Yiheng Yang
2023 J jnl
An adaptive two-stage evolutionary algorithm for large-scale continuous multi-objective optimization.
Swarm Evol. Comput.
Qiuzhen Lin, Jun Li, Songbai Liu, Lijia Ma, Jian-Qiang Li, Jianyong Chen
2023 J jnl
Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms.
IEEE Trans. Evol. Comput.
Songbai Liu, Qiuzhen Lin, Ka-Chun Wong, Qing Li, Kay Chen Tan
2023 J jnl
Evolutionary Multitasking for Large-Scale Multiobjective Optimization.
IEEE Trans. Evol. Comput.
Songbai Liu, Qiuzhen Lin, Liang Feng, Ka-Chun Wong, Kay Chen Tan
2023 J jnl
Learning to Accelerate Evolutionary Search for Large-Scale Multiobjective Optimization.
IEEE Trans. Evol. Comput.
Songbai Liu, Jun Li, Qiuzhen Lin, Ye Tian, Kay Chen Tan
2022 J jnl
A Comprehensive Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization.
IEEE Trans. Syst. Man Cybern. Syst.
Songbai Liu, Qiuzhen Lin, Qing Li, Kay Chen Tan
2022 J jnl
A Fuzzy Decomposition-Based Multi/Many-Objective Evolutionary Algorithm.
IEEE Trans. Cybern.
Songbai Liu, Qiuzhen Lin, Kay Chen Tan, Maoguo Gong, Carlos A. Coello Coello
2022 J jnl
A Self-Guided Reference Vector Strategy for Many-Objective Optimization.
IEEE Trans. Cybern.
Songbai Liu, Qiuzhen Lin, Ka-Chun Wong, Carlos A. Coello Coello, Jianqiang Li, Zhong Ming, Jun Zhang
2022 J jnl
A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization.
CoRR
Songbai Liu
2022 J jnl
A Variable Importance-Based Differential Evolution for Large-Scale Multiobjective Optimization.
IEEE Trans. Cybern.
Songbai Liu, Qiuzhen Lin, Ye Tian, Kay Chen Tan
2022 B conf
Evolutionary Large-Scale Multiobjective Optimization via Self-guided Problem Transformation.
CEC
Songbai Liu, Min Jiang, Qiuzhen Lin, Kay Chen Tan
2021 J jnl
Benchmark Problems for CEC2021 Competition on Evolutionary Transfer Multiobjectve Optimization.
CoRR
Songbai Liu, Qiuzhen Lin, Kay Chen Tan, Qing Li
2021 J jnl
Evolutionary multi and many-objective optimization via clustering for environmental selection.
Inf. Sci.
Songbai Liu, Junhao Zheng, Qiuzhen Lin, Kay Chen Tan
2020 J jnl
An adaptive clustering-based evolutionary algorithm for many-objective optimization problems.
Inf. Sci.
Songbai Liu, Qiyuan Yu, Qiuzhen Lin, Kay Chen Tan
2019 J jnl
A Clustering-Based Evolutionary Algorithm for Many-Objective Optimization Problems.
IEEE Trans. Evol. Comput.
Qiuzhen Lin, Songbai Liu, Ka-Chun Wong, Maoguo Gong, Carlos A. Coello Coello, Jianyong Chen, Jun Zhang
2019 J jnl
A novel multi-objective evolutionary algorithm with dynamic decomposition strategy.
Swarm Evol. Comput.
Songbai Liu, Qiuzhen Lin, Ka-Chun Wong, Lijia Ma, Carlos A. Coello Coello, Dunwei Gong
2019 J jnl
A novel multi-objective immune algorithm with a decomposition-based clonal selection.
Appl. Soft Comput.
Lingjie Li, Qiuzhen Lin, Songbai Liu, Dunwei Gong, Carlos A. Coello Coello, Zhong Ming
2018 J jnl
Particle Swarm Optimization With a Balanceable Fitness Estimation for Many-Objective Optimization Problems.
IEEE Trans. Evol. Comput.
Qiuzhen Lin, Songbai Liu, Qingling Zhu, Chaoyu Tang, Ruizhen Song, Jianyong Chen, Carlos A. Coello Coello, Ka-Chun Wong, Jun Zhang
2017 C conf
A Novel Multi-objective Evolutionary Algorithm Based on a Further Decomposition Strategy.
CIS
Songbai Liu, Qiuzhen Lin, Jianyong Chen