个人简介
黄俊予，2024年于中南大学获得计算机科学与技术专业博士学位，研究方向为机器学习算法优化、聚类算法优化、大规模数据处理。毕业后留校任教，致力于机器学习模型算法的可扩展性与计算效率研究。面向线性时间的机器学习算法优化，提出一系列兼顾理论质量保证与求解效率的算法设计方法，在ICML、NeurIPS、ICLR、IJCAI、AAAI、COCOON、Theoretical Computer Science等国际会议和期刊上发表论文10余篇。曾获2024年度ACM中国长沙分会优秀博士论文奖等荣誉。长期担任机器学习、人工智能等领域顶级会议（如ICML、NeurIPS、ICLR、AAAI、IJCAI等）审稿人。
欢迎具有良好算法与编程基础，对机器学习以及相关应用感兴趣的同学联系。相关要求如下：
1、具备良好的理工科背景，熟悉数学基本知识，有一定的编程基础；
2、对理论算法与机器学习算法研究有浓厚兴趣，能够接受较多的数学推导与形式化分析；
3、态度端正、勤奋踏实，具备较强的数理逻辑思维与科研耐心。
联系方式：junyuhuangcsu [AT] foxmail [DOT] com
部分代表性论文
[1] Junyu Huang, Qilong Feng, Ziyun Huang, Zhen Zhang, Jinhui Xu, Jianxin Wang. New Algorithms for the Learning-Augmented k-means Problem. In Proceedings of the 13th International Conference on Learning Representations (ICLR), 2025.
[2] Junyu Huang, Qilong Feng, Ziyun Huang, Jinhui Xu, Jianxin Wang. Near-Linear Time Approximation Algorithms for k-means with Outliers. In Proceedings of the 41st International Conference on Machine Learning (ICML), PMLR 235:19723-19756, 2024. (CCF A类)
[3] Junyu Huang, Qilong Feng, Jiahui Wang, Ziyun Huang, Jinhui Xu, Jianxin Wang. SEC: More Accurate Clustering Algorithm via Structural Entropy. In Proceedings of the 38th AAAI Conference on Artificial Intelligence (AAAI), pp. 12583-12590, 2024. (CCF A类)
[4] Junyu Huang, Qilong Feng, Ziyun Huang, Jinhui Xu, Jianxin Wang. Fast Algorithms for Distributed k-Clustering with Outliers. In Proceedings of the 40th International Conference on Machine Learning (ICML), PMLR 202:13845-13868, 2023. (CCF A类)
[5] Junyu Huang, Qilong Feng, Ziyun Huang, Jinhui Xu, Jianxin Wang. Linear Time Algorithms for k-means with Multi-Swap Local Search. In Proceedings of the 37th Annual Conference on Neural Information Processing Systems (NeurIPS), pp. 45651-45680, 2023. (CCF A类)
[6] Junyu Huang, Qilong Feng, Ziyun Huang, Jinhui Xu, Jianxin Wang. FLS: A New Local Search Algorithm for k-means with Smaller Search Space. In Proceedings of the 31st International Joint Conference on Artificial Intelligence (IJCAI), pp. 3092-3098, 2022. (CCF A类)
[7] Di Wu, Qilong Feng, Junyu Huang, Jinhui Xu, Ziyun Huang, Jianxin Wang. Fully-Scalable Massively Parallel Algorithm for k-center with Outliers. In Proceedings of the 39th AAAI Conference on Artificial Intelligence (AAAI), 2025. (CCF A类)
[8] Zhen Zhang, Xiaohong Chen, Limei Liu, Jie Chen, Junyu Huang, Qilong Feng. Parameterized Approximation Schemes for Fair-Range Clustering. In Proceedings of the 38th Annual Conference on Neural Information Processing Systems (NeurIPS), pp. 60192-60211, 2024. (CCF A类)
教育经历
[1] 2019.9-2024.6
中南大学 | 计算机科学与技术 | 博士学位 | 博士研究生毕业
[2] 2017.9-2018.8
香港理工大学 | 生物医学工程 | 理学硕士学位 | 硕士研究生毕业
[3] 2013.9-2017.6
中南大学 | 生物医学工程 | 工学学士学位 | 本科(学士)
工作经历
[1] 2024.7-至今
中南大学
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计算机学院