Few for Many: A Non-Pareto Approach for Many Objective Optimization
Project: Research
Research Output
- 2025
- Online published
Exploring the Adversarial Frontier: Quantifying Robustness via Adversarial Hypervolume
Guo, P., Gong, C., Lin, X., Yang, Z. & Zhang, Q., 13 Jan 2025, (Online published) In: IEEE Transactions on Emerging Topics in Computational Intelligence. p. 1-12Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
Adaptive Multi/Many-Objective Transformation for Constrained Optimization
Li, G., Wang, Z., Gao, W., Cui, L. & Zhang, Q., Jan 2025, In: IEEE Transactions on Systems, Man, and Cybernetics: Systems. 55, 1, p. 721-734Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- 2024
- Published
New techniques to improve neighborhood exploration in pareto local search
Kang, Y., Shi, J., Sun, J., Zhang, Q. & Fan, Y., 15 Nov 2024, In: Expert Systems with Applications. 254, 124296.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Online published
A new parallel cooperative landscape smoothing algorithm and its applications on TSP and UBQP
Wang, W., Shi, J., Sun, J., Liefooghe, A. & Zhang, Q., 5 Mar 2025, In: Expert Systems with Applications. 263, 125611.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Online published
DPP-HSS: Towards Fast and Scalable Hypervolume Subset Selection for Many-objective Optimization
Gong, C., Nan, Y., Shang, K., Guo, P., Ishibuchi, H. & Zhang, Q., 5 Nov 2024, (Online published) In: IEEE Transactions on Evolutionary Computation.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
LTR-HSS: A Learning-to-Rank Based Framework for Hypervolume Subset Selection
Gong, C., Guo, P., Shu, T., Zhang, Q. & Ishibuchi, H., 7 Sept 2024, Parallel Problem Solving from Nature: PPSN XVII. Affenzeller, M., Winkler, S. M., Kononova, A. V., Trautmann, H., Tušar, T., Machado, P. & Bäck, T. (eds.). 1 ed. Springer, Cham, p. 36-51 16 p. (Lecture Notes in Computer Science; vol. 15151).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 12 - Chapter in an edited book (Author) › peer-review
- Online published
Many-to-Few Decomposition: Linking R2-based and Decomposition-based Multiobjective Efficient Global Optimization Algorithms
Zhao, L., Huang, X., Qian, C. & Zhang, Q., 29 Jul 2024, (Online published) In: IEEE Transactions on Evolutionary Computation.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Online published
Community Opinion Maximization in Social Networks
Liu, Y., Zhang, Q. & Wang, Z., 22 Jul 2024, (Online published) In: IEEE Transactions on Evolutionary Computation.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2 - Published
Enhancing the Convergence Ability of Evolutionary Multi-objective Optimization Algorithms with Momentum
Chen, L., Pang, L. M., Zhang, Q. & Ishibuchi, H., Jul 2024, GECCO'24 - Proceedings of the 2024 Genetic and Evolutionary Computation Conference. New York, NY: Association for Computing Machinery, Inc, p. 476-483 (GECCO - Proceedings of the Genetic and Evolutionary Computation Conference).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 1 - Published
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, , Jul 2024, Proceedings of the 41st 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 - Published
On the Optimal Discrete Phase Values of Reconfigurable Intelligent Surfaces
Cheng, J., Wang, G. & Zhang, Q., Jul 2024, In: IEEE Antennas and Wireless Propagation Letters. 23, 7, p. 2111-2114Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 1 - Published
Performance of NSGA-III on Multi-objective Combinatorial Optimization Problems Heavily Depends on Its Implementations
Gong, C., Nan, Y., Pang, L. M., Zhang, Q. & Ishibuchi, H., Jul 2024, GECCO '24: Proceedings of the Genetic and Evolutionary Computation Conference. Association for Computing Machinery, Inc, p. 511-519 (GECCO - Proceedings of the Genetic and Evolutionary Computation Conference).Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- Published
Discovering Interpretable Latent Space Directions for 3D-Aware Image Generation
Yang, Z. & Zhang, Q., Jun 2024, In: IEEE Transactions on Emerging Topics in Computational Intelligence. 8, 3, 11 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
ESSR: Evolving Sparse Sharing Representation for Multi-task Learning
Zhang, Y., Qian, Y., Ma, G., Liang, X., Liu, G., Zhang, Q. & Tang, K., Jun 2024, In: IEEE Transactions on Evolutionary Computation. 28, 3, p. 748-762 15 p.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 4 - Online published
Efficient Greedy Decremental Hypervolume Subset Selection Using Space Partition Tree
Deng, J., Sun, J., Zhang, Q. & Li, H., 14 May 2024, (Online published) In: IEEE Transactions on Evolutionary Computation.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 1 - Published
A Multiobjective Evolutionary Algorithm for Network Planning in In-Building Distributed Antenna Systems
Huang, P.-Q., Zeng, S., Wu, X., Liu, H.-L. & Zhang, Q., May 2024, In: IEEE Transactions on Network Science and Engineering. 11, 3, p. 3002-3014 10413627.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 6 - Published
Learning Multi-Task Sparse Representation Based on Fisher Information
Zhang, Y., Qian, Y., Ma, G., Zheng, K., Liu, G. & Zhang, Q., 25 Mar 2024, In: Proceedings of the AAAI Conference on Artificial Intelligence. 38, 15, p. 16899-16907Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- Published
Multiobjective Combinatorial Optimization Using a Single Deep Reinforcement Learning Model
Wang, Z., Yao, S., Li, G. & Zhang, Q., Mar 2024, In: IEEE Transactions on Cybernetics. 54, 3, p. 1984-1996Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 20 - Online published
Machine Learning Assisted Multiobjective Evolutionary Algorithm for Routing and Packing
Liu, F., Zhang, Q., Zhu, Q., Tong, X. & Yuan, M., 6 Feb 2024, (Online published) In: IEEE Transactions on Evolutionary Computation.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3 - Published
Objective Extraction for Simplifying Many-Objective Solution Sets
Li, G., Wang, Z., Sun, J. & Zhang, Q., Feb 2024, In: IEEE Transactions on Emerging Topics in Computational Intelligence. 8, 1, p. 337-349Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 5
