Shenglong Zhou

activity

20132023

most citedSparse SVM for Sufficient Data Reduction

64 citations · 279 across the 30 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

cs.LG2023

Sparse Decentralized Federated Learning

Shan Sha, Shenglong Zhou, Lingchen Kong +1

Decentralized Federated Learning (DFL) enables collaborative model training without a central server but faces challenges in efficiency, stability, and trustworthiness due to commu…

math.OC2023

Revisiting $L_{q} (0 \leq q < 1)$ Norm Regularized Optimization

Shenglong Zhou, Xianchao Xiu, Yingnan Wang +1

Sparse optimization has seen its advances in recent decades. For scenarios where the true sparsity is unknown, regularization turns out to be a promising solution. Two popular non-…

Sparse Decentralized Federated Learning

Revisiting Lq​(0≤q<1) Norm Regularized Optimization

Revisiting $L_{q} (0 \leq q < 1)$ Norm Regularized Optimization