Distribution estimation and change-point detection for time series via DNN-based GANs. - Jianya Lu; Yingjun Mo; Zhijie Xiao; Lihu Xu; Qiuran Yao (CoRR, 2022)

Sample Average Approximation for Conditional Stochastic Optimization with Dependent Data. - Yafei Wang; Bo Pan; Mei Li; Jianya Lu; Lingchen Kong; Bei Jiang; Linglong Kong (ICML, 2024)

Online federated learning framework for classification. - Wenxing Guo; Jinhan Xie; Jianya Lu; Bei Jiang; Hongsheng Dai; Linglong Kong (CoRR, 2025)

Approximation to Deep Q-Network by Stochastic Delay Differential Equations. - Jianya Lu; Yingjun Mo (CoRR, 2025)

Distribution estimation for time series via DNN-based GANs with an application to change-point estimation. - Jianya Lu; Yingjun Mo; Zhijie Xiao; Lihu Xu; Qiuran Yao (Mach. Learn., 2025)