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Greetings! 👋 I'm Zhi-ning LIU (刘芷宁 in Chinese)

I'm a Ph.D. candidate at Department of Computer Science, University of Illinois at Urbana-Champaign. I'm interested in doing research and developing open-source softwares for unbiased, efficient, and robust learning from skewed data in real-world applications. My recent interest lies in graph data mining (ICML'24), class-imbalanced learning (ICML'24,NeurIPS'20,ICDE'20), and fairness-aware machine learning (KDD'24, FAccT'24).

Learn more about me😎:

🛸Featured Projects
⚒️IMBENS: class-imbalanced ensemble learning in Python [Python Library]
[PDF] [Documentation] [Gallery] [PyPI] [Changelog] [Zhihu/知乎]

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🚀BAT: Boost Class-imbalanced Node Classification with <10 lines of Code [ICML'24]
[PDF] [arXiv] [Github] [Zhihu/知乎]

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⚖️MESA: Boost Ensemble Imbalanced Learning with MEta-SAmpler [NeurIPS'20]
[PDF] [arXiv] [Video] [Zhihu/知乎]

GitHub stars GitHub forks
⚖️Self-paced Ensemble for Highly Imbalanced Massive Data Classification [ICDE'20]
[PDF] [arXiv] [Video] [Slides] [Zhihu/知乎]

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😎AwesomeIL: a curated list across all imbalanced/long-tailed learning topics [Awesome]
[English] [Chinese/中文] [Zhihu/知乎]

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😎Awesome Machine Learning Resources [Awesome]
[English] [Chinese/中文] [Zhihu/知乎]

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