76 citations · 99 across the 13 of their papers we have counts for
15 papers
GNN-XML: Graph Neural Networks for Extreme Multi-label Text Classification
Daoming Zong, Shiliang Sun
Extreme multi-label text classification (XMTC) aims to tag a text instance with the most relevant subset of labels from an extremely large label set. XMTC has attracted much recent…
Manifold Partition Discriminant Analysis
Yang Zhou, Shiliang Sun
We propose a novel algorithm for supervised dimensionality reduction named Manifold Partition Discriminant Analysis (MPDA). It aims to find a linear embedding space where the withi…
Adversarial Attacks for Multi-view Deep Models
Xuli Sun, Shiliang Sun
Recent work has highlighted the vulnerability of many deep machine learning models to adversarial examples. It attracts increasing attention to adversarial attacks, which can be us…
Adversarial Attack with Pattern Replacement
Ziang Dong, Liang Mao, Shiliang Sun
We propose a generative model for adversarial attack. The model generates subtle but predictive patterns from the input. To perform an attack, it replaces the patterns of the input…
A Variant of Gaussian Process Dynamical Systems
Jing Zhao, Jingjing Fei, Shiliang Sun
In order to better model high-dimensional sequential data, we propose a collaborative multi-output Gaussian process dynamical system (CGPDS), which is a novel variant of GPDSs. The…
A Survey of Optimization Methods from a Machine Learning Perspective
Shiliang Sun, Zehui Cao, Han Zhu +1
Machine learning develops rapidly, which has made many theoretical breakthroughs and is widely applied in various fields. Optimization, as an important part of machine learning, ha…