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20202024
most citedVisual Analytics of Neuron Vulnerability to Adversarial Attacks on Convolutional Neural Networks

9 citations · 14 across the 9 of their papers we have counts for

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cs.LG2024

GNNAnatomy: Rethinking Model-Level Explanations for Graph Neural Networks

Hsiao-Ying Lu, Yiran Li, Ujwal Pratap Krishna Kaluvakolanu Thyagarajan +1

Graph Neural Networks (GNNs) achieve outstanding performance across graph-based tasks but remain difficult to interpret. In this paper, we revisit foundational assumptions underlyi…

cs.LG2023★ 1 cited

How Does Attention Work in Vision Transformers? A Visual Analytics Attempt

Yiran Li, Junpeng Wang, Xin Dai +5

Vision transformer (ViT) expands the success of transformer models from sequential data to images. The model decomposes an image into many smaller patches and arranges them into a…