Dr. LIN Xi (林熙)

Pareto Continual Learning: Preference-Conditioned Learning and Adaption for Dynamic Stability-Plasticity Trade-off

Lai, S., Zhao, Z., Zhu, F., Lin, X., Zhang, Q. & Meng, G., Apr 2025, Proceedings of the 39th AAAI Conference on Artificial Intelligence. Walsh, T., Shah, J. & Kolter, Z. (eds.). Washington, DC: AAAI Press, p. 18008-18016 (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 39, no. 17).

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

Large Language Model for Multiobjective Evolutionary Optimization

Liu, F., Lin, X., Yao, S., Wang, Z., Tong, X., Yuan, M. & Zhang, Q., Mar 2025, Evolutionary Multi-Criterion Optimization: 13th International Conference, EMO 2025, Proceedings, Part I. Singh, H., Ray, T., Knowles, J., Li, X., Branke, J., Wang, B. & Oyama, A. (eds.). 1 ed. Springer Singapore, p. 178-191 (Lecture Notes in Computer Science; vol. 15513 LNCS).

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

Gliding over the Pareto Front with Uniform Designs

Zhang, X., Li, G., Lin, X., Zhang, Y., Chen, Y. & Zhang, Q., Dec 2024, 38th Conference on Neural Information Processing Systems (NeurIPS 2024). Globerson, A., Mackey, L., Belgrave, D., Fan, A., Paquet, U., Tomczak, J. & Zhang, C. (eds.). Neural Information Processing Systems Foundation, Inc., p. 2215-2245 (Advances in Neural Information Processing Systems; vol. 37).

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

Scopus citations: 1

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, p. 1898-1908 (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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

Scopus citations: 1

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 Thirty-Third International Joint Conference on Artificial Intelligence. Jeju, K. (ed.). International Joint Conferences on Artificial Intelligence, p. 6976-6984 (IJCAI International Joint Conference on Artificial Intelligence).

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

Scopus citations: 1

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 others, Zhang, Q., Jul 2024, Proceedings of the 41^st International Conference on Machine Learning. Salakhutdinov, R., Kolter, Z. & Heller, K. (eds.). ML Research Press, p. 32201-32223 (Proceedings of Machine Learning Research; vol. 235).

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

Scopus citations: 2

Smooth Tchebycheff Scalarization for Multi-Objective Optimization

Lin, X., Zhang, X., Yang, Z., Liu, F., Wang, Z. & Zhang, Q., Jul 2024, Proceedings of the 41^st International Conference on Machine Learning. Salakhutdinov, R., Kolter, Z., Heller, K., Weller, A., Oliver, N., Scarlett, J. & Berkenkamp, F. (eds.). ML Research Press, p. 30479-30509 (Proceedings of Machine Learning Research; vol. 235).

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

Scopus citations: 4

Direction Estimation for Collaborative Search in MOEA/D

Chen, J., Li, G., Lin, X. & Zhang, Q., 2024, 2024 International Annual Conference on Complex Systems and Intelligent Science (CSIS-IAC). IEEE Xplore, p. 391 - 398

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

L-AutoDA: Large Language Models for Automatically Evolving Decision-based Adversarial Attacks

Guo, P., Liu, F., Lin, X., Zhao, Q. & Zhang, Q., 2024, GECCO '24 Companion: Proceedings of the 2024 Genetic and Evolutionary Computation Conference Companion. Association for Computing Machinery, p. 1846-1854

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

Scopus citations: 1

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

Liu, Y., Lu, C., Lin, X. & Zhang, Q., 2024, Parallel Problem Solving from Nature – PPSN XVIII: 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14–18, 2024, Proceedings, Part IV. Affenzeller, M., Winkler, S. M., Kononova, A. V., Trautmann, H., Tušar, T., Machado, P. & Bäck, T. (eds.). Cham: Springer , p. 68-82 (Lecture Notes in Computer Science; vol. 15151).

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

Understanding the Importance of Evolutionary Search in Automated Heuristic Design with Large Language Models

Zhang, R., Liu, F., Lin, X., Wang, Z., Lu, Z. & Zhang, Q., 2024, Parallel Problem Solving from Nature – PPSN XVIII: 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14–18, 2024, Proceedings, Part II. Affenzeller, M., Winkler, S. M., Kononova, A. V., Trautmann, H., Tušar, T., Machado, P. & Bäck, T. (eds.). Springer, p. 185-202 (Lecture Notes in Computer Science; vol. 15149).

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

Scopus citations: 4

Hypervolume Maximization: A Geometric View of Pareto Set Learning

Zhang, X., Lin, X., Xue, B., Chen, Y. & Zhang, Q., 12 Dec 2023, NeurIPS Proceedings: Advances in Neural Information Processing Systems 36 (NeurIPS 2023). Oh, A., Naumann, T., Globerson, A., Saenko, K., Hardt, M. & Levine, S. (eds.). Neural Information Processing Systems (NeurIPS), Vol. 36. (Advances in Neural Information Processing Systems).

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

Scopus citations: 15

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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review

Scopus citations: 29