1 code implementation • 15 Jun 2022 • Xiaowen Wei, Xiuwen Gong, Yibing Zhan, Bo Du, Yong Luo, Wenbin Hu
Experimental results on real-world networks demonstrate that CLNode is a general framework that can be combined with various GNNs to improve their accuracy and robustness.
no code implementations • NeurIPS 2021 • Xiuwen Gong, Dong Yuan, Wei Bao
To deal with ambiguities in partial multilabel learning (PML), state-of-the-art methods perform disambiguation by identifying ground-truth labels directly.
no code implementations • 31 Aug 2021 • Xiuwen Gong, Dong Yuan, Wei Bao
The goal of this paper is to provide a simple method, yet with provable guarantees, which can achieve competitive performance without a complex training process.
no code implementations • 12 Jun 2020 • Xiuwen Gong, Jiahui Yang, Dong Yuan, Wei Bao
Specifically, in order to learn the new $k$NN-based metric, we first project instances in the training dataset into the label space, which make it possible for the comparisons of instances and labels in the same dimension.