Dr. LIN Xi (林熙)

Research Output

  1. 2024
  2. Accepted/In press/Filed

    Multi-Task Learning for Routing Problem with Cross-Problem Zero-Shot Generalization

    Liu, F., Lin, X., Wang, Z., Zhang, Q., Tong, X. & YUAN, M., Aug 2024, KDD '23: Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery

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

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  3. Accepted/In press/Filed

    Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

    Liu, F., Tong, X., Yuan, M., Lin, X., Luo, F., Wang, Z., Lu, Z., & 1 othersZhang, Q., 2 May 2024, (Accepted/In press/Filed) Proceedings of the 41st International Conference on Machine Learning.

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

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  4. Accepted/In press/Filed

    Prompt Learning for Generalized Vehicle Routing

    Liu, F., Lin, X., Liao, W., Wang, Z., Zhang, Q., Tong, X. & Yuan, M., Aug 2024, Proceedings of the 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024). International Joint Conferences on Artificial Intelligence

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

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  5. Published

    Decomposition Gradient Descent Method for Bi-objective Optimization

    Chen, J., Li, G. & Lin, X., 2024, In: International Journal of Bio-Inspired Computation. 23, 1, p. 28-38

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

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  6. Accepted/In press/Filed

    Many-Objective Cover Problem: Discovering Few Solutions to Cover Many Objectives

    LIU, Y., LU, C., LIN, X. & ZHANG, Q., Sept 2024, PPSN2024: Proceedings of the 18th International Conference on Parallel Problem Solving from Nature.

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

    Check@CityULib
  7. 2023
  8. Published

    Neural Combinatorial Optimization with Heavy Decoder: Toward Large Scale Generalization

    Luo, F., Lin, X., Liu, F., Zhang, Q. & Wang, Z., Dec 2023, Advances in Neural Information Processing Systems 36 (NeurIPS 2023). Oh, A., Naumann, T., Globerson, A., Saenko, K., Hardt, M. & Levine, S. (eds.). 20 p.

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

    Scopus citations: 1
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  9. Published

    Approximation of a Pareto Set Segment Using a Linear Model with Sharing Variables

    Guo, P., Zhang, Q. & Lin, X., 2023, Evolutionary Multi-Criterion Optimization - 12th International Conference, EMO 2023, Proceedings. Emmerich, M., Deutz, A., Wang, H., Kononova, A. V., Naujoks, B., Li, K., Miettinen, K. & Yevseyeva, I. (eds.). Springer, Cham, p. 247-259 (Lecture Notes in Computer Science; vol. 13970).

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

    Check@CityULib
  10. Published

    Continuation Path Learning for Homotopy Optimization

    Lin, X., Yang, Z., Zhang, X. & Zhang, Q., 2023, Proceedings of the 40th International Conference on Machine Learning. PMLR, p. 21288-21311 (Proceedings of Machine Learning Research; vol. 202).

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

    Scopus citations: 1
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  11. 2022
  12. Published

    Pareto Set Learning for Expensive Multi-Objective Optimization

    Lin, X., Yang, Z., Zhang, X. & Zhang, Q., Nov 2022, 36th Conference on Neural Information Processing Systems (NeurIPS 2022). Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Neural Information Processing Systems Foundation, (Advances in Neural Information Processing Systems; vol. 35).

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

    Scopus citations: 9
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  13. Published

    Pareto Set Learning for Neural Multi-Objective Combinatorial Optimization

    Lin, X., Yang, Z. & Zhang, Q., Apr 2022, ICLR 2022 - 10th International Conference on Learning Representations. International Conference on Learning Representations, ICLR, (ICLR 2022 - 10th International Conference on Learning Representations).

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

    Scopus citations: 22
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  14. 2020
  15. Published

    Evolution strategies for continuous optimization: A survey of the state-of-the-art

    Li, Z., Lin, X., Zhang, Q. & Liu, H., Aug 2020, In: Swarm and Evolutionary Computation. 56, 100694.

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 50
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  16. Published

    Fast Covariance Matrix Adaptation for Large-Scale Black-Box Optimization

    Li, Z., Zhang, Q., Lin, X. & Zhen, H., May 2020, In: IEEE Transactions on Cybernetics. 50, 5, p. 2073-2083

    Research output: Journal Publications and ReviewsRGC 21 - Publication in refereed journalpeer-review

    Scopus citations: 37
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  17. 2019
  18. Published

    Pareto Multi-Task Learning

    Lin, X., Zhen, H., Li, Z., Zhang, Q. & Kwong, S., Dec 2019, Advances in Neural Information Processing Systems 32 (NIPS 2019). Wallach, H., Larochelle, H., Beygelzimer, A., d'Alché-Buc, F., Fox, E. & Garnett, R. (eds.). 11 p. (Advances in Neural Information Processing Systems; vol. 32).

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

    Scopus citations: 140
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  19. 2017
  20. Published

    An efficient batch expensive multi-objective evolutionary algorithm based on Decomposition

    Lin, X., Zhang, Q. & Kwong, S., Jul 2017, 2017 IEEE Congress on Evolutionary Computation (CEC) . Institute of Electrical and Electronics Engineers, Inc., p. 1343-1349 7969460. (Congress on Evolutionary Computation).

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

    Scopus citations: 10
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  21. 2016
  22. Published

    A decomposition based multiobjective evolutionary algorithm with classification

    Lin, X., Zhang, Q. & Kwong, S., 14 Nov 2016, 2016 IEEE Congress on Evolutionary Computation, CEC 2016. Institute of Electrical and Electronics Engineers, Inc., p. 3292-3299 7744206. (IEEE Congress on Evolutionary Computation).

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

    Scopus citations: 29
    Check@CityULib