Papers

Lin Kong, Xiaying Bai, Yang Hu, Fanhua Shang, Yuanyuan Liu and Hongying Liu, "A Stochastic Variance Reduced Extragradient Method for Sparse Machine Learning Problems," 2019 International Conference on Data Mining Workshops (ICDMW), Beijing, China, 2019, pp. 155-164, doi: 10.1109/ICDMW.2019.00033.

Yuanyuan Liu, Fanhua Shang, Hongying Liu, Lin Kong, Licheng Jiao and Zhouchen Lin, "Accelerated Variance Reduction Stochastic ADMM for Large-Scale Machine Learning," in IEEE Transactions on Pattern Analysis and Machine Intelligence, doi: 10.1109/TPAMI.2020.3000512.

Fanhua Shang, Yuanyuan Liu, Fanjie Shang, Hongying Liu, Lin Kong and Licheng Jiao, "A Unified Scalable Equivalent Formulation for Schatten Quasi-Norms." Mathematics 8.8 (2020): 1325.

Yangyang Li*, Lin Kong*, Fanhua Shang, Yuanyuan Liu, Hongying Liu, and Zhouchen Lin, "Learned Extragradient ISTA with Interpretable Residual Structures for Sparse Coding", The Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21) .

Note that:

*Equal Contribution
This paper has been accepted by AAAI-21, but has not been officially published

Accelerate Variance Reduced Stochastic Extragradient Method for Sparse Machine Learning Problems. (This paper is submitting to Machine Learning journal )

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