Communication-efficient hierarchical distributed optimization for multi-agent policy evaluation J Ren, J Haupt, Z Guo Journal of Computational Science 49, 101280, 2021 | 22* | 2021 |
A Dictionary-Based Generalization of Robust PCA with Applications to Target Localization in Hyperspectral Imaging S Rambhatla, X Li, J Ren, J Haupt IEEE Transactions on Signal Processing, 2019 | 17* | 2019 |
Robust PCA via tensor outlier pursuit J Ren, X Li, J Haupt 2016 50th Asilomar Conference on Signals, Systems and Computers, 1744-1749, 2016 | 13 | 2016 |
Communication-efficient distributed optimization for sparse learning via two-way truncation J Ren, X Li, J Haupt 2017 IEEE 7th International Workshop on Computational Advances in Multi …, 2017 | 12* | 2017 |
Fast Asynchronous Decentralized Optimization: Allowing Multiple Masters M Ma, J Ren, GB Giannakis, J Haupt 2018 IEEE Global Conference on Signal and Information Processing, 2018 | 8 | 2018 |
Robust PCA via dictionary based outlier pursuit X Li, J Ren, S Rambhatla, Y Xu, J Haupt 2018 IEEE International Conference on Acoustics, Speech and Signal …, 2018 | 8 | 2018 |
An efficient dictionary based robust pca via sketching X Li, J Ren, Y Xu, J Haupt Technical Report, 2016 | 6 | 2016 |
A Provably Communication-Efficient Asynchronous Distributed Inference Method for Convex and Nonconvex Problems J Ren, J Haupt IEEE Transactions on Signal Processing, 2020 | 5* | 2020 |
Congestion-aware Critical Gradient Scheduling for Distributed Machine Learning in Data Center Networks Zehua Guo, Jiayu Wang, Sen Liu, Jineng Ren, Yang Xu, Chao Yao IEEE Transactions on Cloud Computing 1 (1), 1 - 17, 2022 | 2 | 2022 |
Multilinear Fourier multipliers on variable Lebesgue spaces J Ren, W Sun Journal of Inequalities and Applications 2014, 1-15, 2014 | 2 | 2014 |
SpongeTraining: Achieving High Efficiency and Accuracy for Wireless Edge-assisted Online Distributed Learning Z Guo, J Wang, S Liu, J Ren, Y Xu, Y Wang IEEE Transactions on Mobile Computing, 2023 | 1 | 2023 |
Automated processing of dental scans using geometric deep learning BDZ Jonathan D. Gandrud, Alexandra R. Cunliffe, James D. Hansen, Cameron M ... WO Patent PCT/IB/2021/061,230, 2022 | | 2022 |
Distributed Optimization in Learning Algorithms with Parsimony in Communications J Ren University of Minnesota, 2021 | | 2021 |