Parsimonious Quantile Regression of Financial Asset Tail Dynamics via Sequential Learning. - Xing Yan; Weizhong Zhang; Lin Ma 002; Wei Liu 005; Qi Wu 009 (NeurIPS, 2018)

Persistence and Procyclicality in Margin Requirements. - Paul Glasserman; Qi Wu 009 (Manag. Sci., 2018)

Cross-sectional Learning of Extremal Dependence among Financial Assets. - Xing Yan; Qi Wu 009; Wen Zhang (NeurIPS, 2019)

Neural Learning of Online Consumer Credit Risk. - Di Wang; Qi Wu 009; Wen Zhang (CoRR, 2019)

Understanding Distributional Ambiguity via Non-robust Chance Constraint. - Qi Wu 009; Shumin Ma; Cheuk Hang Leung; Wei Liu 005 (CoRR, 2019)

Understanding distributional ambiguity via non-robust chance constraint. - Shumin Ma; Cheuk Hang Leung; Qi Wu 009; Wei Liu 005; Nanbo Peng (ICAIF, 2020)

The Causal Learning of Retail Delinquency. - Yiyan Huang; Cheuk Hang Leung; Xing Yan; Qi Wu 009; Nanbo Peng; Dongdong Wang; Zhixiang Huang (AAAI, 2021)

Memory-Gated Recurrent Networks. - Yaquan Zhang; Qi Wu 009; Nanbo Peng; Min Dai; Jing Zhang; Hu Wang (AAAI, 2021)

Risk and return prediction for pricing portfolios of non-performing consumer credit. - Siyi Wang; Xing Yan; Bangqi Zheng; Hu Wang; Wangli Xu; Nanbo Peng; Qi Wu 009 (ICAIF, 2021)

Higher-Order Orthogonal Causal Learning for Treatment Effect. - Yiyan Huang; Cheuk Hang Leung; Xing Yan; Qi Wu 009 (CoRR, 2021)

Robust Causal Learning for the Estimation of Average Treatment Effects. - Yiyan Huang; Cheuk Hang Leung; Qi Wu 009; Xing Yan; Shumin Ma; Zhiri Yuan; Dongdong Wang; Zhixiang Huang (IJCNN, 2022)

Moderately-Balanced Representation Learning for Treatment Effects with Orthogonality Information. - Yiyan Huang; Cheuk Hang Leung; Shumin Ma; Qi Wu 009; Dongdong Wang; Zhixiang Huang (PRICAI (2), 2022)

Decorr: Environment Partitioning for Invariant Learning and OOD Generalization. - Yufan Liao; Qi Wu 009; Xing Yan (CoRR, 2022)

A Unified Domain Adaptation Framework with Distinctive Divergence Analysis. - Zhiri Yuan; Xixu Hu; Qi Wu 009; Shumin Ma; Cheuk Hang Leung; Xin Shen 003; Yiyan Huang (Trans. Mach. Learn. Res., 2022)

Towards Balanced Representation Learning for Credit Policy Evaluation. - Yiyan Huang; Cheuk Hang Leung; Shumin Ma; Zhiri Yuan; Qi Wu 009; Siyi Wang; Dongdong Wang; Zhixiang Huang (AISTATS, 2023)

A Unified Perspective on Regularization and Perturbation in Differentiable Subset Selection. - Xiangqian Sun; Cheuk Hang Leung; Yijun Li 005; Qi Wu 009 (AISTATS, 2023)

DeLELSTM: Decomposition-based Linear Explainable LSTM to Capture Instantaneous and Long-term Effects in Time Series. - Chaoqun Wang 007; Yijun Li 005; Xiangqian Sun; Qi Wu 009; Dongdong Wang; Zhixiang Huang (IJCAI, 2023)

Invariant Random Forest: Tree-Based Model Solution for OOD Generalization. - Yufan Liao; Qi Wu 009; Xing Yan (CoRR, 2023)

The Causal Impact of Credit Lines on Spending Distributions. - Yijun Li 005; Cheuk Hang Leung; Xiangqian Sun; Chaoqun Wang 007; Yiyan Huang; Xing Yan; Qi Wu 009; Dongdong Wang; Zhixiang Huang (AAAI, 2024)

SpecFormer: Guarding Vision Transformer Robustness via Maximum Singular Value Penalization. - Xixu Hu; Runkai Zheng; Jindong Wang 001; Cheuk Hang Leung; Qi Wu 009; Xing Xie 001 (ECCV (54), 2024)

Unveiling the Potential of Robustness in Selecting Conditional Average Treatment Effect Estimators. - Yiyan Huang; Cheuk Hang Leung; Siyi Wang; Yijun Li 005; Qi Wu 009 (NeurIPS, 2024)

Unveiling the Potential of Robustness in Evaluating Causal Inference Models. - Yiyan Huang; Cheuk Hang Leung; Siyi Wang; Yijun Li 005; Qi Wu 009 (CoRR, 2024)

DIGNet: Learning Decomposed Patterns in Representation Balancing for Treatment Effect Estimation. - Yiyan Huang; Siyi Wang; Cheuk Hang Leung; Qi Wu 009; Dongdong Wang; Zhixiang Huang (Trans. Mach. Learn. Res., 2024)

Deep Into the Domain Shift: Transfer Learning Through Dependence Regularization. - Shumin Ma; Zhiri Yuan; Qi Wu 009; Yiyan Huang; Xixu Hu; Cheuk Hang Leung; Dongdong Wang; Zhixiang Huang (IEEE Trans. Neural Networks Learn. Syst., 2024)

Distributionally Robust Policy Evaluation and Learning for Continuous Treatment with Observational Data. - Cheuk Hang Leung; Yiyan Huang; Yijun Li 005; Qi Wu 009 (AAAI, 2025)

Demystifying deep credit models in e-commerce lending: An explainable approach to consumer creditworthiness. - Chaoqun Wang 007; Yijun Li 005; Siyi Wang; Qi Wu 009 (Knowl. Based Syst., 2025)

Probabilistic Learning of Multivariate Time Series With Temporal Irregularity. - Yijun Li 005; Cheuk Hang Leung; Qi Wu 009 (IEEE Trans. Knowl. Data Eng., 2025)