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. Fast Local Search Algorithms for Clustering with Adaptive Sampling and Bandit Methods. In Proceedings of the 39th Annual Conference on Neural Information Processing Systems (NeurIPS), 2025. (CCF A类)
[2] 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.
[3] 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)
[4] 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)
[5] 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)
[6] 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)
[7] 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)
[8] 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)
[9] 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