About me
I am a tenure-track assistant professor at the School of Computing, Montclair State University.
I received my Ph.D. from the Chinese University of Hong Kong, Hong Kong in 2021, supervised by Prof. Jianwei Huang.
I was a postdoctoral researcher at the University of California, Davis, from Dec. 2021- Jun. 2024, advised by Prof. Xin Liu.
Research Interests
I am generally interested in research that spans both artificial intelligence/machine learning and game theory.
- Machine learning algorithm devolopment: split learning, federated learning, online learning
- C. Huang, et al. ``Convergence analysis of split federated learning on heterogeneous data'', NeurIPS, 2024
- C. Huang, et al. ``FedUV: Uniformity and Variance for Heterogeneous Federated Learning'', CVPR, 2024
- Applied machine learning: machine learning applications in agriculture and healthcare
- C. Huang, et al. ``Infection prediction in swine populations with machine learning'', Scientific Report, 2023
- C. Huang, et al. ``Predicting antimicrobial resistance of bacterial pathogens using time series analysis'', Frontiers in Microbiology, 2023
- Game theory for machine learning: game theory, mechanism design
- C. Huang, et al. ``Incentivizing Participation in SplitFed Learning: Convergence Analysis and Model Versioning'', IEEE ICDCS, 2024
- C. Huang, et al. ``Duopoly business competition in cross-silo federated learning'', IEEE TNSE, 2023
Student recruitment: I am looking for research assistants as well as students for independent studies. If interested, please email me with your CV and transcripts (undergraduate and graduate, if any).
News
- Proposal accepted to NSF NeTS Early-Career Investigators Workshop, November 2024. See you in Alexandria, VA!
- One paper accepted to Neural Information Processing Systems (NeurIPS), September 2024. See you in Vancouver!
- I started as a tenure-track assistant professor at Montclair State University, September 2024! I am teaching graduate-level courses on machine learning!
- One paper accepted to IEEE Internet of Things Journal (IoT-J), August 2024!
- One paper accepted to European Conference on Artificial Intelligence (ECAI), July 2024!
- One paper accepted to International Conference on Artificial Neural Networks (ICANN), June 2024!
- One paper accepted to IEEE Internet of Things Journal (IoT-J), May 2024!
- One paper accepted to IEEE International Conference on Distributed Computing Systems (ICDCS), April 2024!
- One paper accepted to Conference on Computer Vision and Pattern Recognition (CVPR), Feburary 2024!
- One paper published by IEEE Communications Magzine, December 2023!
- One paper published by Scientific Reports, October 2023!
- One paper published by IEEE Transactions on Network Science and Engineering (TNSE), July 2023!
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