[115] Zhu,Y.R.,Gu,J.,Y.M.Qiu and S.X.Chen.(2023)Estimating COVID-19 Vaccine Protection Rates via Dynamic Epidemiological Models--A Study of Ten Countries, The Annals of Applied Statistics, 17(4): 3324-3348.

[116] Peifeng Tong,Wu Su, He Li,Jialin Ding, Haoxiang Zhan,Song Xi Chen(2023)Distribution Free Domain Generalization, Proceedings of the 40th International Conference on Machine Learning (ICML).

[117] Zhang,Y.,Chen, S.X.and Bao,L.(2023)Air Pollution Estimation under Air Stagnation – a Case Study of Beijing, Environmetrics, 34(6), e2819.

[118] Chen,S.X., Y.M. Qiu and Shuyi Zhang (2023)Sharp Optimality for High Dimensional Covariance Testing under Sparse Signals, The Annals of Statistics, 51(5): 1921-1945.

[119] 王振中，陈松蹊，涂云东(2023)中国居民消费价格指数的动态结构研究及中美量化比较，数理统计与管理，42(1): 109-126.

[120] Gu,J.and Chen,S.X.(2023)Distributed Statistical Inference under Heterogeneity, Journal of Machine Learning Research, 24(1), 387: 18536-18592.

[121] Tong,P.F.,Zhan,H.X.and Chen, S.X. (2024)Ensembled Seizure Detection based on Small Training Samples, IEEE Transaction on Signal Processing, 72: 1-14.

[122] Zheng,X-Y.and Chen,S.X.(2024)Dynamic Synthetic Control Method for Evaluating Treatment Effects in Auto-Regressive Processes. Journal of The Royal Statistical Society Series B, 86(1): 155-176.

[123] Zhang, S.Y.,Chen,S.X.and YM Qiu(2024)Mean Tests For High-dimensional Time Series, Statistica Sinica 35, 171-201.

[124] Chen Hanyue; Chen Song Xi; Mu Mu (2024)A Statistical Review on the Optimal Fingerprinting Approach in Climate Change Studies. Climate Dynamics, 62(2):1439-1446.

[125] Zheng,Xiangyu and Chen,S.X.(2024)Segmented Linear Regression Trees,Acta Mathematica Sinica, 41(2), 498-451.

[126] Zhang,Fei-Chi;Xie,Jin-Han; Chen, Song Xi; Zheng Xiaojing (2024)Robust Relation of Streamwise Velocity Autocorrelation in Atmospheric Surface Layers Based on an Autoregressive Movingaverage Model. Journal of Fluid Mechanics,Volume 981.

[127] Hao-Xuan Sun,Shouxia Wang,Xiaogu Zheng, Song Xi Chen (2024)High-dimensional Ensemble Kalman Filter with Localization, Inflation and Iterative Updates. Quarterly Journal of the Royal Meteorological Society, DOI: 10.1002/qj.4846.

[128] Gu,J.and Chen,S.X.(2024)Statistical Inference for Decentralized Federated Learning, The Annals of Statistics,52(6), 2931-2955.

[129] Han Yan,Song Xi Chen (2024)Statistical Inference For Four-Regime Segmented Regression Models, The Annals of Statistics,52(6), 2668-2691.

[130] Pei Feng Tong, Bosi Dong, Xiangdong Zeng, Lei Chen, Song Xi Chen (2024)Detection of interictal epileptiform discharges using transformer based deep neural network for patients with self-limited epilepsy with centrotemporal spikes, Biomedical Signal Processing and Control, Volume 101, March 2025, 107238.

[131] Su,W.,Wang,B.,Chen,H.,Zhu,L.,Zheng,X.,Chen,S.X.(2024)A new global carbon flux estimation methodology by assimilation of both in situ and satellite CO2 observations.npj Climate and Atmospheric Science,7,287.

[132] Pei Feng Tong, Haoran Yang, Xinru Ding, Yuchuan Ding, Xiaokun Geng, Shan An, Guoxin Wang, and Song Xi Chen (2025) Debiased Estimation and Inference for Spatial–Temporal EEG/MEG Source Imaging. IEEE TRANSACTIONS ON MEDICAL IMAGING, 44(3), 1480-1493.

[133] Jingkun Qiu.Song Xi Chen.Qi-Man Shao (2025)Self-normalized Cramér type moderate deviation theorem for Gaussian approximation. The Annals of Statistics. 53 (3) 1319-1346, https://doi.org/10.1214/25-AOS2507.

[134] Chen,HY,Chen SX and JK Qiu (2025)Comments on'Consistent climate fingerprinting' by McKitrick. Climate Dynamics 63, 261.

[135] Tong,P.F.,Chen,S.X.and Tang,C.Y.(2025)Multivariate calibrations with auxiliary information, Statistica Sinica, 35, 1-18. https://doi.org/10.5705/ss.202023.0151

[136] Su W,EX ,Jing Z,Chen SX.(2026)Glider path design and control for reconstructing three- dimensional structures of oceanic mesoscale eddies. Proceedings of the Royal Society A 482: 20250533. https://doi.org/10.1098/rspa.2025.0533

[137] Qilong Lu, Song Xi Chen, Yumou Qiu (2026) Versatile Differentially Private Learning for General Loss Functions. The Annals of Statistics,Vol.54, No.2,692–717.https://doi.org/10.1214/25-AOS2583

[138] Jingkun Qiu, Song Xi Chen, Yumou Qiu (2026) Optimally adaptive test for high dimensional hypotheses via minimax deficiency. Journal of the American Statistical Association. Accepted.

[139] 陈磊,陈松蹊, 何婧 (2026) 我国人口发展趋势及政策启示. 统计研究. 第43卷, 第8期, 31-45.

[140] Lei Qian, Wu Su, Yangqi Huang, Song Xi Chen (2026)Likelihood Matching for Diffusion Models. International Conference on Machine Learning (ICML).

[141] Mingyuan Bian, Song Xi Chen (2026)A Review of Statistical Air Quality Assessment Methods. Annual Review of Statistics. Accepted.

[142] Song Xi Chen (2026)Statistical Signal Detection in High Dimension. Proceeding of International Meeting of Mathematicians. to appear.

[143] Pei Feng Tong,Long Zhang,Bosi Dong,and Song Xi Chen (2026)EEG-X: An Integrated Framework for Automated Quantitative EEG Analysis in Epilepsy Diagnosis. IEEE Journal of Biomedical and Health Informatics DOI:10.1109/JBHI.2026.3715842.

[144] Shouxia Wang,Xiangyu Zheng and Song Xi Chen(2026)Dynamic Synthetic Control Method for Semiparametric Time-varying Models. SCIENCE CHINA Mathematics. SCM-2025-0890.R1.

[145] Hao-Xuan Sun, Song Xi Chen,and Yumou Qiu(2026)Localization Estimator for High-Dimensional Tensor Covariance Matrices. The Annals of Statistics. Accepted.