Prof. WU Qi (吳琦)

Research Output

  1. 2025
  2. Published

    Demystifying deep credit models in e-commerce lending: An explainable approach to consumer creditworthiness

    Wang, C., Li, Y., Wang, S. & Wu, Q., 15 Mar 2025, In: Knowledge-Based Systems. 312, 21 p., 113141.

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

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  3. Online published

    Probabilistic Learning of Multivariate Time Series with Temporal Irregularity

    LI, Y., LEUNG, C. H. & WU, Q., May 2025, In: IEEE Transactions on Knowledge and Data Engineering. 37, 5, p. 2874-2887

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

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  4. 2024
  5. Accepted/In press/Filed

    Distributionally Robust Policy Evaluation and Learning for Continuous Treatment with Observational Data

    Leung, C. H., Huang, Y., Li, Y. & Wu, Q., 10 Dec 2024, (Accepted/In press/Filed) Proceedings of the 39th AAAI Conference on Artificial Intelligence: AAAI 2025. AAAI Press

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

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  6. Published

    SpecFormer: Guarding Vision Transformer Robustness via Maximum Singular Value Penalization

    Hu, X., Zheng, R., Wang, J., Leung, C. H., Wu, Q. & Xie, X., 31 Oct 2024, Computer Vision: ECCV 2024. Leonardis, A., Ricci, E., Roth, S., Russakovsky, O., Sattler, T. & Varol, G. (eds.). Springer, Cham, p. 345–362 18 p. (Lecture Notes in Computer Science; vol. 15112).

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

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  7. Published

    Deep into The Domain Shift: Transfer Learning through Dependence Regularization

    Ma, S., Yuan, Z., Wu, Q., Huang, Y., Hu, X., Leung, C. H. & Wang, D. & 1 others, Huang, Z., Oct 2024, In: IEEE Transactions on Neural Networks and Learning Systems. 35, 10, p. 14409-14423

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

    Scopus citations: 5
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  8. Published

    Deciphering the Impact of BigTech Consumer Credit

    Chen, L., Qian, W., Wang, A. D. & Wu, Q., 22 Aug 2024, NBER Chinese Economy Working Group Meeting, Fall 2024.

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

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  9. Published

    DIGNet: Learning Decomposed Patterns in Representation Balancing for Treatment Effect Estimation

    Huang, Y., Wang, S., Leung, C. H., Wu, Q., Wang, D. & Huang, Z., Jun 2024, In: Transactions on Machine Learning Research. 2024, 35 p.

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

    Scopus citations: 2
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  10. Published

    Tail Risk Monotonicity in GARCH(1,1) Models

    GLASSERMAN, P., PIRJOL, D. & WU, Q., May 2024, In: International Journal of Theoretical and Applied Finance. 27, 3-4, 2350029.

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

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  11. Published

    Dynamic CVaR portfolio construction with attention-powered generative factor learning

    Sun, C., Wu, Q. & YAN, X., Mar 2024, In: Journal of Economic Dynamics and Control. 160, 104821.

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

    Scopus citations: 3
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  12. Published

    Invariant Random Forest: Tree-Based Model Solution for OOD Generalization

    Liao, Y., Wu, Q. & Yan, X., 2024, Proceedings of the 38th AAAI Conference on Artificial Intelligence. AAAI press, p. 13772-13781 (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 38, no. 12).

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

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  13. Published

    The Causal Impact of Credit Lines on Spending Distributions

    Li, Y., Leung, C. H., Sun, X., Wang, C., Huang, Y., Yan, X. & Wu, Q. & 2 others, Wang, D. & Huang, Z., 2024, Proceedings of the 38th AAAI Conference on Artificial Intelligence. Dy, J., Natarajan, S. & Wooldridge, M. (eds.). Washington, DC: AAAI Press, p. 180-187 (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 38, no. 1).

    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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  14. Published

    Unveiling the Potential of Robustness in Selecting Conditional Average Treatment Effect Estimators

    Huang, Y. (Co-first Author), Leung, C. H. (Co-first Author), Wang, S., Li, Y. & Wu, Q., 2024, NeurIPS Proceedings: Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Globerson, A., Mackey, L., Belgrave, D., Fan, A., Paquet, U., Tomczak, J. & Zhang, C. (eds.). Neural Information Processing Systems (NeurIPS), (Advances in Neural Information Processing Systems).

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

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  15. 2023
  16. Published

    DeLELSTM: Decomposition-based Linear Explainable LSTM to Capture Instantaneous and Long-term Effects in Time Series

    WANG, C., LI, Y., SUN, X., WU, Q., Wang, D. & Huang, Z., Aug 2023, Proceedings of the 32nd International Joint Conference on Artificial Intelligence (IJCAI 2023). International Joint Conferences on Artificial Intelligence, p. 4299-4307 (IJCAI International Joint Conference on Artificial Intelligence; vol. 2023-August).

    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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  17. Published

    A Unified Perspective on Regularization and Perturbation in Differentiable Subset Selection

    Sun, X., Leung, C. H., LI, Y. & Wu, Q., Apr 2023, Proceedings of the 26th International Conference on Artificial Intelligence and Statistics (AISTATS) 2023. Ruiz, F., Dy, J. & van de Meent, J.-W. (eds.). PMLR, Vol. 206. p. 4629-4642 (Proceedings of Machine Learning Research).

    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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  18. Published

    Towards Balanced Representation Learning for Credit Policy Evaluation

    Huang, Y., Leung, C. H., Ma, S., Yuan, Z., Wu, Q., Wang, S. & Wang, D. & 1 others, Huang, Z., Apr 2023, Proceedings of The 26th International Conference on Artificial Intelligence and Statistics. Ruiz, F., Dy, J. & van de Meent , J.-W. (eds.). PMLR, Vol. 206. p. 3677-3692 (Proceedings of Machine Learning Research).

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

    Scopus citations: 2
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  19. Published

    Forecasting carbon prices based on real-time decomposition and causal temporal convolutional networks

    Li, D., Li, Y., Wang, C., Chen, M. & Wu, Q., 1 Feb 2023, In: Applied Energy. 331, 20 p., 120452.

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

    Scopus citations: 57
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  20. Published

    Counter-cyclical Margins for Option Portfolios

    CHEN, Y., WU, Q. & LI, D., Jan 2023, In: Journal of Economic Dynamics and Control. 146, 104572.

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

    Scopus citations: 2
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  21. 2022
  22. Published

    A Unified Domain Adaptation Framework with Distinctive Divergence Analysis

    Yuan, Z., Hu, X., Wu, Q., Ma, S., Leung, C. H., Shen, X. & Huang, Y., Dec 2022, In: Transactions on Machine Learning Research. p. 1-21

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

    Scopus citations: 2
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  23. Online published

    Risk and return prediction for pricing portfolios of non-performing consumer credit

    Wang, S., Yan, X., Zheng, B., Wang, H., Xu, W., Peng, N. & Wu, Q., 4 May 2022, (Online published) ICAIF '21: Proceedings of the Second ACM International Conference on AI in Finance. Association for Computing Machinery (ACM), 10. (ICAIF - ACM International Conference on AI in Finance).

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

    Scopus citations: 4
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  24. Published

    Moderately-Balanced Representation Learning for Treatment Effects with orthogonality Information

    Huang, Y., Leung, C. H., Ma, S., Wu, Q., Wang, D. & Huang, Z., 2022, PRICAI 2022: Trends in Artificial Intelligence: 19th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2022, Shanghai, China, November 10–13, 2022, Proceedings, Part II. Khanna, S., Cao, J., Bai, Q. & Xu, G. (eds.). Cham: Springer , Vol. Part II. p. 3–16 (Lecture Notes in Computer Science; vol. 13630).

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

    Scopus citations: 3
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