Large Scale Randomized Learning Guided by Physical Laws with Applications in Full Waveform Inversion. - Rui Xie 002; Fangyu Li; Zengyan Wang; Wen-Zhan Song 001 (GlobalSIP, 2018)

Online Decentralized Leverage Score Sampling for Streaming Multidimensional Time Series. - Rui Xie 002; Zengyan Wang; Shuyang Bai; Ping Ma 001; Wenxuan Zhong (AISTATS, 2019)

Optimal Seismic Reflectivity Inversion: Data-Driven ℓp-Loss-ℓq-Regularization Sparse Regression. - Fangyu Li; Rui Xie 002; Wen-Zhan Song 001; Hui Chen 006 (IEEE Geosci. Remote. Sens. Lett., 2019)

Online Distributed IoT Security Monitoring With Multidimensional Streaming Big Data. - Fangyu Li; Rui Xie 002; Zengyan Wang; Lulu Guo; Jin Ye 001; Ping Ma 001; Wenzhan Song 001 (IEEE Internet Things J., 2020)

Fair Graph Auto-Encoder for Unbiased Graph Representations with Wasserstein Distance. - Wei Fan 010; Kunpeng Liu 001; Rui Xie 002; Hao Liu 026; Hui Xiong 001; Yanjie Fu (ICDM, 2021)

LowCon: A Design-based Subsampling Approach in a Misspecified Linear Model. - Cheng Meng; Rui Xie 002; Abhyuday Mandal; Xinlian Zhang; Wenxuan Zhong; Ping Ma 001 (J. Comput. Graph. Stat., 2021)

Model-based sparse coding beyond Gaussian independent model. - Xin Xing; Rui Xie 002; Wenxuan Zhong (Comput. Stat. Data Anal., 2022)

Denoising Seismic Signal via Resampling Local Applicability Functions. - Fangyu Li; Fengyuan Sun; Naihao Liu; Rui Xie 002 (IEEE Geosci. Remote. Sens. Lett., 2022)

Optimal Sampling Designs for Multi-dimensional Streaming Time Series with Application to Power Grid Sensor Data. - Rui Xie 002; Shuyang Bai; Ping Ma 001 (CoRR, 2023)

Addressing Distribution Shift in Time Series Forecasting with Instance Normalization Flows. - Wei Fan 010; Shun Zheng 001; Pengyang Wang; Rui Xie 002; Jiang Bian 002; Yanjie Fu (CoRR, 2024)

Knockoff-Guided Feature Selection via A Single Pre-trained Reinforced Agent. - Xinyuan Wang 011; Dongjie Wang; Wangyang Ying; Rui Xie 002; Haifeng Chen; Yanjie Fu (CoRR, 2024)

IN-Flow: Instance Normalization Flow for Non-stationary Time Series Forecasting. - Wei Fan 010; Shun Zheng 001; Pengyang Wang; Rui Xie 002; Kun Yi 001; Qi Zhang 020; Jiang Bian 002; Yanjie Fu (KDD (1), 2025)

Continuous Optimization for Feature Selection with Permutation-Invariant Embedding and Policy-Guided Search. - Rui Liu; Rui Xie 002; Zijun Yao 001; Yanjie Fu; Dongjie Wang (CoRR, 2025)