Publications

Statistics & Data Science

Su, W., Li, H., Jing, Z., Qiu, Y., and Chen, S.X. (2026+). Physics-informed Statistical Data Fusion for Reconstructing 3D Current Fields of Oceanic Eddies. Minor revision for the Journal of the American Statistical Association.
Su, W. and Qiu, Y. (2026+). High-dimensional Clustering and Signal Recovery under Block Signals. Moderate revision for the Journal of the American Statistical Association.
Horvath, B., Su, Wen, Su, Wu, Wang, B., and Zhang, R. (in alphabetical order) (2026+). How Fast Do Signatures Learn? Statistical Theory and Applications for Path Regression.

Qian, L., Su, W., Huang, Y., and Chen, S.X. (2026). Likelihood Matching for Diffusion Models. Proceedings of the 43rd International Conference on Machine Learning (ICML 2026).
Tong, P., Su, W., Li, H., Ding, J., Zhan, H., and Chen, S.X. (2023). Distribution Free Domain Generalization. Proceedings of the 40th International Conference on Machine Learning, 202, 34369–34378.

Su, W., E, X., Jing, Z., and Chen, S.X. (2026). Glider Path Design and Control for Reconstructing Three-Dimensional Structures of Oceanic Mesoscale Eddies. Proceedings of the Royal Society A, 482(2333), 20250533.
Du, T., Zhang, Y., Su, W., Jing, Z., Chen, Z., Qiu, Y., Zhang, H., Yang, S., and Ma, W. (2025). Three-Dimensional Observations of a Mesoscale Eddy in the Kuroshio Extension Based on Multiple Platforms. Scientific Data, 12, 2013.
Weng, Z., Zhu, L., Li, J., Zhang, Y., Liu, X., Su, W., Sun, H., and Li, X. (2025). Using EnKF Data Assimilation to Improve Predictions of Volcanic Ash Dispersion. Journal of Geophysical Research: Atmospheres, 130, e2024JD042215.
Su, W., Wang, B., Chen, H., Zhu, L., Zheng, X., and 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.