Model-based Evolutionary Parametric Optimization

Research output

Research output per year 2025 2025 2026 2026

• 8 RGC 32 - Refereed conference paper (with host publication)
• 7 RGC 21 - Publication in refereed journal

Research output per year

Research output per year

Search results

• 2026

  A multiple surrogate simulation-optimization framework for designing pump-and-treat systems

  Wang, C., Dou, Z., Chen, N., Zhu, Y., Zou, Z., Song, J. & Lyu, S.-H., Feb 2026, In: Journal of Contaminant Hydrology. 277, 19 p., 104876.

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

  • Optimization Framework 100%
  • Deep Neural Network 100%
  • Surrogate Model 100%
  • Pump-and-Treat Remediation 100%
  • Contaminant Removal Efficiency 66%

  2   Link opens in a new tab Citations (Scopus)

• A semi-supervised deep forest framework based on margin distribution optimization for tabular data

  Lyu, S.-H., Xu, J.-L., He, Y.-X., Wang, Y., Ye, B. & Zhang, Q., 15 Oct 2026, In: Information Sciences. 753, 123615.

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

  • Average Margin 100%

  1   Link opens in a new tab Citation (Scopus)

• CoEvo: Continual Evolution of Symbolic Solutions Using Large Language Models

  Guo, P., Zhang, Q. & Lin, X., 2026, Proceedings of the 40th Annual AAAI Conference on Artificial Intelligence. AAAI Press, Vol. 40. p. 1810-1818 9 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 40).

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

  Open Access

  • Large Language Model 100%
  • Evolution 100%
  • Engineering 40%
  • Experimental Result 20%
  • Traditional Method 20%

• Component-Sharing Preference in Expensive Multiobjective Optimization

  Zhao, L., Wang, P., Shen, J., Song, B. & Zhang, Q., Jun 2026, In: IEEE Transactions on Evolutionary Computation. 30, 3, p. 1150-1164 15 p.

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

  Open Access

  File

  • Multiobjective Optimization 100%
  • Multiobjective 100%
  • Multiobjective Optimization Problem 50%
  • Optimization Problem 28%
  • Optimization Algorithm 28%

  2   Link opens in a new tab Citations (Scopus)

  249 Downloads (CityUHK Scholars)

• Compressing model with few class-imbalance samples: An out-of-distribution expedition

  Wu, T.-S., Lyu, S.-H., Wang, Y., Chen, N., Qu, Z. & Ye, B., Mar 2026, In: Pattern Recognition Letters. 201, p. 117-124

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

  • Class Imbalance 100%
  • Model Compression 100%
  • Sample Distribution 100%
  • Regularization 50%
  • Performance Degradation 33%

  1   Link opens in a new tab Citation (Scopus)

• Enhance and reuse: A dual-mechanism approach to boost deep forest for label distribution learning

  Xu, J.-L., Lyu, S.-H., Wang, Y.-N., Chen, N., Qu, Z., Tang, B. & Ye, B., Nov 2026, In: Pattern Recognition. 179, Part D, 11 p., 113817.

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

  • Label Distribution 100%
  • Deep Learning Method 100%
  • Training Phase 20%
  • Training Process 20%
  • Learning Framework 20%

  1   Link opens in a new tab Citation (Scopus)

• Improving multi-label contrastive learning by leveraging label distribution

  Chen, N., Lyu, S.-H., Wu, T.-S., Wang, Y. & Tang, B., Jun 2026, In: Pattern Recognition. 174, 12 p., 113011.

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

  • Label Distribution 100%
  • Contrastive Learning 100%
  • Contrastive Loss 40%
  • Evaluation Metric 20%
  • Face Representation 20%

  2   Link opens in a new tab Citations (Scopus)

• Parametric Pareto Set Learning for Expensive Multi-Objective Optimization

  Cheng, J., Xue, B. & Zhang, Q., 14 Mar 2026, Proceedings of the 40th Annual AAAI Conference on Artificial Intelligence. AAAI Press, Vol. 40. p. 36829-36837 (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 40, no. 43).

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

  Open Access

  • Multi-Objective Optimization 100%
  • Multiobjective 57%
  • Optimization Problem 42%
  • Parameter Value 14%
  • Traditional Method 14%

• 2025

  Enhance learning efficiency of oblique decision tree via feature concatenation

  Lyu, S.-H., He, Y.-X., Wang, Y., Qu, Z., Tang, B. & Ye, B., Dec 2025, In: Information Sciences. 721, 122613.

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

  • Decision Tree 100%
  • Linear Combination 11%
  • Generalization Performance 11%
  • Feature Space 11%
  • Decision Boundary 11%

  2   Link opens in a new tab Citations (Scopus)

• Learning Semantic Boundaries: An Adaptive Structural Loss for Multi-Label Contrastive Learning

  Chen, N., Lyu, S.-H., Wang, Y. & Tang, B., 2025, Proceedings of  2025 2nd International Conference on Intelligent Perception and Pattern Recognition (IPPR) . IEEE, p. 204-210 (International Conference on Intelligent Perception and Pattern Recognition, IPPR).

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

  • Contrastive Learning 100%
  • Semantic Label 66%
  • Embedding Space 66%
  • Regularization 33%
  • Evaluation Metric 33%

• MOS-Attack: A Scalable Multi-Objective Adversarial Attack Framework

  Guo, P., Gong, C., Lin, X., Liu, F., Lu, Z., Zhang, Q. & Wang, Z., 10 Jun 2025, Proceedings: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition. IEEE, p. 5041-5051 (Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)).

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

  Open Access

  • Multiobjective 100%
  • Adversarial Machine Learning 100%
  • Single Objective 40%
  • Optimization Strategy 20%
  • Multi-Objective Optimization 20%

  6   Link opens in a new tab Citations (Scopus)

• Multiobjective Distribution Matching

  Zhang, X., Li, P., Yu, Y., Zhang, Y., Zhao, H. & Zhang, Q., 2025, Proceedings of the 42^nd International Conference on Machine Learning. ML Research Press, Vol. 267. p. 75413-75426 14 p. (Proceedings of Machine Learning Research).

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

  Open Access

  • Multiobjective 100%
  • Interpolated Image 100%
  • Underlying Distribution 100%
  • Exponential Family 100%
  • Multivariate Normal Distribution 100%

• Multi-Objective Neural Bandits with Random Scalarization

  Cheng, J., Xue, B., Lu, C., Cui, Z. & Zhang, Q., 31 Aug 2025, Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence. International Joint Conferences on Artificial Intelligence, p. 4914-4922

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

  • Multiobjective 100%
  • Confidence Bound 50%
  • Neural Network 25%
  • Decision-Making 25%

  1   Link opens in a new tab Citation (Scopus)

• Multi-Range Query in Commodity RFID Systems

  Wang, Y., Liu, J., Qu, Z., Lyu, S.-H., Tang, B. & Ye, B., 2025, 2025 IEEE/ACM 33rd International Symposium on Quality of Service (IWQoS). IEEE, 10 p. (IEEE International Workshop on Quality of Service, IWQoS).

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

  • Range Query 100%
  • Experimental Result 16%
  • Communication Overhead 16%
  • World Application 16%
  • Time Efficiency 16%

• Problem-dependent Regret for Lexicographic Multi-Armed Bandits with Adversarial Corruptions

  Xue, B., Lin, X., Wan, Y. & Zhang, Q., Aug 2025, Proceedings of the 34th International Joint Conference on Artificial Intelligence. Kwok, J. (ed.). International Joint Conferences on Artificial Intelligence, p. 6776-6784 (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

  Open Access

  • Problem Instance 100%
  • Single Objective 100%
  • Bound Approach 100%
  • Artificial Intelligence 100%
  • Adversarial Robustness 100%

  2   Link opens in a new tab Citations (Scopus)