Publications

Tingyang Wei, Haofeng Wu, Jiao Liu, Zhao Wei, Puay Siew Tan, Yew-Soon Ong (2026). In-Context Guidance: Learning Inter-Task Synergies via Numerical Foundational Models for Few-Shot Multitask Optimization. In submission to IEEE TEVC 2026.
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Tingyang Wei, Jiao Liu, Abhishek Gupta, Chin Chun Ooi, Puay Siew Tan, Yew-Soon Ong (2026). Amortized Multi-Objective Optimization Across Tasks with Generative Solution Modeling. 2026 International Joint Conference on Artificial Intelligence (IJCAI).
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Tingyang Wei, Haofeng Wu, Ananda Phan Iman, Zhao Wei, Jiao Liu, Yew-Soon Ong (2026). Solving Few-Shot Multiobjective Multitask Optimization via Iterative Sequential Transfer. 2026 IEEE World Congress on Computational Intelligence (WCCI).
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Ananda Phan Iman, Tingyang Wei, Chang Wook Ahn (2026). Diagnosing Optimizer-Landscape Interaction via Representation in Subset Selection Multitasking: Evidence from Piano Fingering. 2026 IEEE World Congress on Computational Intelligence (WCCI).
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Tingyang Wei, Jiao Liu, Abhishek Gupta, Chin Chun Ooi, Puay Siew Tan, Yew-Soon Ong (2025). Parametric Expensive Multi-Objective Optimization via Generative Solution Modeling.
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Ananda Phan Iman, Tingyang Wei, Chang Wook Ahn, Yew-Soon Ong (2025). Music Minion Guided Evolutionary Multitasking: A Case Study in Piano Fingering Estimation. IEEE Transactions on Systems, Man, and Cybernetics: Systems.
Tingyang Wei, Jiao Liu, Abhishek Gupta, Puay Siew Tan, Yew-Soon Ong (2025). (θl,θu)-Parametric Multi-Task Optimization: Joint Search in Solution and Infinite Task Spaces. IEEE Transactions on Evolutionary Computation.
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Haofeng Wu, Tingyang Wei, Jiao Liu, Meng Xu, Yew-Soon Ong, Yaochu Jin (2025). Convergence of Expensive Multi-Objective Optimizer: From ParEGO to ExTrEMO. 2025 IEEE Congress on Evolutionary Computation (CEC).
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Tingyang Wei, Jiao Liu, Abhishek Gupta, Puay Siew Tan, Yew-Soon Ong (2024). Bayesian Forward-Inverse Transfer for Multiobjective Optimization. 2024 Parallel Problem Solving from Nature (PPSN).
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Tingyang Wei, Shibin Wang, Jinghui Zhong, Dong Liu, Jun Zhang (2022). A Review on Evolutionary Multitask Optimization: Trends and Challenges. IEEE Transactions on Evolutionary Computation.
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