Robust PCA via tensor outlier pursuit. - Jineng Ren; Xingguo Li; Jarvis D. Haupt (ACSSC, 2016)

Communication-Efficient distributed optimization for sparse learning via two-way truncation. - Jineng Ren; Xingguo Li; Jarvis D. Haupt (CAMSAP, 2017)

Communication-efficient Algorithm for Distributed Sparse Learning via Two-way Truncation. - Jineng Ren; Jarvis D. Haupt (CoRR, 2017)

Fast Asynchronous Decentralized Optimization: Allowing Multiple Masters. - Meng Ma; Jineng Ren; Georgios B. Giannakis; Jarvis D. Haupt (GlobalSIP, 2018)

Provably Communication-Efficient Asynchronous Distributed Inference for Convex and Nonconvex Problems. - Jineng Ren; Jarvis D. Haupt (GlobalSIP, 2018)

Robust PCA via Dictionary Based Outlier Pursuit. - Xingguo Li; Jineng Ren; Sirisha Rambhatla; Yangyang Xu; Jarvis D. Haupt (ICASSP, 2018)

A Dictionary-Based Generalization of Robust PCA Part I: Study of Theoretical Properties. - Sirisha Rambhatla; Xingguo Li; Jineng Ren; Jarvis D. Haupt (CoRR, 2019)

A Dictionary-Based Generalization of Robust PCA Part II: Applications to Hyperspectral Demixing. - Sirisha Rambhatla; Xingguo Li; Jineng Ren; Jarvis D. Haupt (CoRR, 2019)

A Dictionary-Based Generalization of Robust PCA With Applications to Target Localization in Hyperspectral Imaging. - Sirisha Rambhatla; Xingguo Li; Jineng Ren; Jarvis D. Haupt (IEEE Trans. Signal Process., 2020)

A Provably Communication-Efficient Asynchronous Distributed Inference Method for Convex and Nonconvex Problems. - Jineng Ren; Jarvis D. Haupt (IEEE Trans. Signal Process., 2020)

Communication-efficient hierarchical distributed optimization for multi-agent policy evaluation. - Jineng Ren; Jarvis D. Haupt; Zehua Guo 001 (J. Comput. Sci., 2021)

Congestion-Aware Critical Gradient Scheduling for Distributed Machine Learning in Data Center Networks. - Zehua Guo 001; Jiayu Wang; Sen Liu 002; Jineng Ren; Yang Xu 010; Chao Yao (IEEE Trans. Cloud Comput., 2023)

SpongeTraining: Achieving High Efficiency and Accuracy for Wireless Edge-Assisted Online Distributed Learning. - Zehua Guo 001; Jiayu Wang; Sen Liu 002; Jineng Ren; Yang Xu 010; Yi Wang 004 (IEEE Trans. Mob. Comput., 2023)

Multi-agent Gradient-Based Off-Policy Actor-Critic Algorithm for Distributed Reinforcement Learning. - Jineng Ren (Int. J. Comput. Intell. Syst., 2024)