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20222026
most citedBOND: Benchmarking Unsupervised Outlier Node Detection on Static Attributed Graphs

42 citations · 183 across the 26 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

cs.SI2022★ 9 cited

Combating Health Misinformation in Social Media: Characterization, Detection, Intervention, and Open Issues

Canyu Chen, Haoran Wang, Matthew Shapiro +3

Social media has been one of the main information consumption sources for the public, allowing people to seek and spread information more quickly and easily. However, the rise of v…

cs.LG2022★ 3 cited

When Fairness Meets Privacy: Fair Classification with Semi-Private Sensitive Attributes

Canyu Chen, Yueqing Liang, Xiongxiao Xu +5

Machine learning models have demonstrated promising performance in many areas. However, the concerns that they can be biased against specific demographic groups hinder their adopti…

cs.LG2022★ 42 cited

BOND: Benchmarking Unsupervised Outlier Node Detection on Static Attributed Graphs

Kay Liu, Yingtong Dou, Yue Zhao +12

Detecting which nodes in graphs are outliers is a relatively new machine learning task with numerous applications. Despite the proliferation of algorithms developed in recent years…

cs.LG2022★ 12 cited

Fair Classification via Domain Adaptation: A Dual Adversarial Learning Approach

Yueqing Liang, Canyu Chen, Tian Tian +1

Modern machine learning (ML) models are becoming increasingly popular and are widely used in decision-making systems. However, studies have shown critical issues of ML discriminati…

cs.CL2022

PromptDA: Label-guided Data Augmentation for Prompt-based Few-shot Learners

Canyu Chen, Kai Shu

Recent advances in large pre-trained language models (PLMs) lead to impressive gains in natural language understanding (NLU) tasks with task-specific fine-tuning. However, directly…