Prof. WU Qi (吳琦)
Research Output
- 2025
- 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 Reviews › RGC 21 - Publication in refereed journal › peer-review
- 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. 2874-2887Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
- 2024
- 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 PressResearch output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 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, , Oct 2024, In: IEEE Transactions on Neural Networks and Learning Systems. 35, 10, p. 14409-14423Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 5 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 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 Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2 - 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 Reviews › RGC 21 - Publication in refereed journal › peer-review
- 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 Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 3 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 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, , 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 1 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- 2023
- 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 1 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 1 - 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, , 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 2 - 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 Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 57 - 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 Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2 - 2022
- 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. 1-21Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 2 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 4 - 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 Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 3