Dr. LIU Songbai (劉松柏)

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Research Output

  1. 2025
  2. Published

    Personalized federated learning with multiple classifier aggregation

    Zheng, S., Zhu, Q., Lin, Q., Liu, S., Wong, K.-C. & Li, J., 28 Feb 2025, In: Knowledge-Based Systems. 311, 113073.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

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  3. 2024
  4. Published

    Toward Evolutionary Multitask Convolutional Neural Architecture Search

    Zhou, X., Wang, Z., Feng, L., Liu, S., Wong, K.-C. & Tan, K. C., Jun 2024, In: IEEE Transactions on Evolutionary Computation. 28, 3, p. 682-695

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 4
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  5. Published

    Multiobjective Sequential Transfer Optimization: Benchmark Problems and Preliminary Results

    Xue, X., Feng, L., Yang, C., Liu, S., Song, L. & Tan, K. C., 2024, CEC 2024: Conference Proceedings. Institute of Electrical and Electronics Engineers, Inc., (IEEE Congress on Evolutionary Computation, CEC - Proceedings).

    Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

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  6. 2023
  7. Published

    Evolutionary Multitasking for Large-Scale Multiobjective Optimization

    Liu, S., Lin, Q., Feng, L., Wong, K.-C. & Tan, K. C., Aug 2023, In: IEEE Transactions on Evolutionary Computation. 27, 4, p. 863-877

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 37
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  8. Published

    Evolutionary Large-Scale Multiobjective Optimization: Benchmarks and Algorithms

    Liu, S., Lin, Q., Wong, K.-C., Li, Q. & Tan, K. C., Jun 2023, In: IEEE Transactions on Evolutionary Computation. 27, 3, p. 401-415 15 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 40
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  9. Published

    Learning to Accelerate Evolutionary Search for Large-Scale Multiobjective Optimization

    Liu, S., Li, J., Lin, Q., Tian, Y. & Tan, K. C., Feb 2023, In: IEEE Transactions on Evolutionary Computation. 27, 1, p. 67-81

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 58
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  10. Published

    A Hybrid Search Method for Accelerating Convolutional Neural Architecture Search

    Zhou, X., Liu, S., Wong, K.-C., Lin, Q. & Tan, K., 2023, ICMLC 2023 - Proceedings of the 2023 15th International Conference on Machine Learning and Computing. Association for Computing Machinery, p. 177-182 (ACM International Conference Proceeding Series).

    Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

    Scopus citations: 3
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  11. 2022
  12. Published

    A Variable Importance-Based Differential Evolution for Large-Scale Multiobjective Optimization

    Liu, S., Lin, Q., Tian, Y. & Tan, K. C., Dec 2022, In: IEEE Transactions on Cybernetics. 52, 12, p. 13048-13062 15 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 42
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  13. Published

    A Comprehensive Competitive Swarm Optimizer for Large-Scale Multiobjective Optimization

    Liu, S., Lin, Q., Li, Q. & Tan, K. C., Sept 2022, In: IEEE Transactions on Systems, Man, and Cybernetics: Systems. 52, 9, p. 5829-5842

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 43
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  14. Published

    A Fuzzy Decomposition-Based Multi/Many-Objective Evolutionary Algorithm

    Liu, S., Lin, Q., Tan, K. C., Gong, M. & Coello Coello, C. A., May 2022, In: IEEE Transactions on Cybernetics. 52, 5, p. 3495-3509 15 p.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 38
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  15. Published

    A Self-Guided Reference Vector Strategy for Many-Objective Optimization

    Liu, S., Lin, Q., Wong, K.-C., Coello Coello, C. A., Li, J., Ming, Z. & Zhang, J., Feb 2022, In: IEEE Transactions on Cybernetics. 52, 2, p. 1164-1178

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 45
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  16. Published

    Evolutionary Large-Scale Multiobjective Optimization via Self-guided Problem Transformation

    Liu, S., Jiang, M., Lin, Q. & Tan, K. C., 2022, 2022 IEEE Congress on Evolutionary Computation (CEC): Conference Proceedings. Institute of Electrical and Electronics Engineers, Inc., 8 p. (IEEE Congress on Evolutionary Computation, CEC - Conference Proceedings).

    Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

    Scopus citations: 8
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  17. 2021
  18. Published

    Evolutionary multi and many-objective optimization via clustering for environmental selection

    Liu, S., Zheng, J., Lin, Q. & Tan, K. C., Nov 2021, In: Information Sciences. 578, p. 930-949

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 27
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  19. 2020
  20. Published

    An adaptive clustering-based evolutionary algorithm for many-objective optimization problems

    Liu, S., Yu, Q., Lin, Q. & Tan, K. C., Oct 2020, In: Information Sciences. 537, p. 261-283

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 41
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  21. 2019
  22. Published

    A novel multi-objective evolutionary algorithm with dynamic decomposition strategy

    Liu, S., Lin, Q., Wong, K.-C., Ma, L., Coello Coello, C. A. & Gong, D., Aug 2019, In: Swarm and Evolutionary Computation. 48, p. 182-200

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 32
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  23. Published

    A Clustering-based Evolutionary Algorithm for Many-objective Optimization Problems

    Lin, Q., Liu, S., Wong, K.-C., Gong, M., Coello, C. A. C., Chen, J. & Zhang, J., Jun 2019, In: IEEE Transactions on Evolutionary Computation. 23, 3, p. 391-405

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 105
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  24. 2018
  25. Published

    Particle Swarm Optimization with a Balanceable Fitness Estimation for Many-Objective Optimization Problems

    Lin, Q., Liu, S., Zhu, Q., Tang, C., Song, R., Chen, J. & Coello, C. A. C. & 2 others, Wong, K.-C. & Zhang, J., Feb 2018, In: IEEE Transactions on Evolutionary Computation. 22, 1, p. 32-46 7782848.

    Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

    Scopus citations: 272
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