Publications

• Xinlai Kang, Dunyao Xue, Zhengbo Wang, Chengshuo Du, Cheng Meng, Hanting Chen, Hang Zhou, Xinghao Chen. (2026). Breaking the Echo Chamber: A Dynamic Ensemble Pruning Perspective on MoE. International Conference on Machine Learning. (CCF A)
• Xinlai Kang, Hongyu Chen, Yanbing Bai, Bohai Zhang. (2026). Bayesian estimation of farmland mulching area from sparse remote sensing observations: a hierarchical spatial modeling framework. Environmental and Ecological Statistics. (JCR Q1)
• Xinlai Kang, Xiaxue Ouyang, Haoxian Liang, Cheng Meng. (2025). Hausdorff correlation for interval-valued random objects. Statistics and Computing, 35(6), 207. (JCR Q1)
• Junlie Huang, Xinlai Kang, Qiannan Huang, Mengyu Li, Cheng Meng, Jingyi Zhang. (2025). Efficient Approximation of Leverage Scores in Two-dimensional Autoregressive Models with Application to Image Anomaly Detection. Journal of Computational and Graphical Statistics, 1-12. (JCR Q1)
• Xinlai Kang, Mengyu Li, Xuqiang Chen, Fangyu Li, Cheng Meng. (2023). A Hausdorff regression paradigm for interval privacy. IEEE Signal Processing Letters, 31, 146-150. (JCR Q2)

Working papers

• (Under Review) Xiaxue Ouyang, Xinlai Kang, Mengyu Li, Zhenxing Dou, Jun Yu, Cheng Meng. (2025). A more efficient method for large-sample model-free feature screening via multi-armed bandits. arXiv preprint arXiv:2509.16085.