69 citations · 179 across the 18 of their papers we have counts for
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cs.LG2023★ 1 cited
Towards a Unified Theoretical Understanding of Non-contrastive Learning via Rank Differential Mechanism
Zhijian Zhuo, Yifei Wang, Jinwen Ma +1
Recently, a variety of methods under the name of non-contrastive learning (like BYOL, SimSiam, SwAV, DINO) show that when equipped with some asymmetric architectural designs, align…
cs.LG2020★ 17 cited
DefenseVGAE: Defending against Adversarial Attacks on Graph Data via a Variational Graph Autoencoder
Ao Zhang, Jinwen Ma
Graph neural networks (GNNs) achieve remarkable performance for tasks on graph data. However, recent works show they are extremely vulnerable to adversarial structural perturbation…
cs.LG2019★ 1 cited
T-SVD Based Non-convex Tensor Completion and Robust Principal Component Analysis
Tao Li, Jinwen Ma
Tensor completion and robust principal component analysis have been widely used in machine learning while the key problem relies on the minimization of a tensor rank that is very c…