Long-Kai Huang
Senior Researcher
Machine Learning Center, Tencent AI Lab
Email: HLONGKAI at gmail dot com
I obtained my Ph.D. in SCSE at NTU, advised by Sinno Jialin Pan.
Prior to that, I received B.Eng. from Sun Yat-Sen University and did my undergraduate thesis with Wei-Shi Zheng.
I am always looking for interns who are interested in machine learning, especially in transfer learning, meta-learning or generalization theory and their applications in drug discovery. Please send me your CV if you are interested.
Selected Publications
Frustratingly Easy Transferability Estimation [pdf]
Long-Kai Huang, Yu Rong, Qiang Yang, Junzhou Huang, Ying Wei
International Conference on Machine Learning (ICML), 2022
Functionally Regionalized Knowledge Transfer for Low-resource Drug Discovery
Huaxiu Yao, Ying Wei, Long-Kai Huang, Ding Xue, Junzhou Huang, Zhenhui Li
35th Conference on Neural Information Processing Systems (NeurIPS), 2021
Improving Generalization in Meta-learning via Task Augmentation [pdf]
Huaxiu Yao*, Long-Kai Huang*, Linjun Zhang, Ying Wei, Li Tian, James Zou, Junzhou Huang, Zhenhui Li
International Conference on Machine Learning (ICML), 2021
(Note: * indicates equal contributions. )
Communication-Efficient Distributed PCA by Riemannian Optimization [pdf]
Long-Kai Huang and Sinno Jialin Pan
International Conference on Machine Learning (ICML), 2020
Accelerate Learning of Deep HashingWith Gradient Attention [pdf][code]
Long-Kai Huang, Jianda Chen, Sinno Jialin Pan
International Conference on Computer Vision (ICCV), 2019
Long-Kai Huang, Qiang Yang, Wei-Shi Zheng
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2018.
Class-Wise Supervised Hashing with Label Embedding and Active Bits [pdf]
Long-Kai Huang, Sinno Jialin Pan
International Joint Conference on Artificial Intelligence (IJCAI), 2016
Smart Hashing Update for Fast Response [pdf]
Qiang Yang, Long-Kai Huang, Wei-Shi Zheng
International Joint Conference on Artificial Intelligence (IJCAI), 2013
Online Hashing [pdf]
Long-Kai Huang, Qiang Yang, Wei-Shi Zheng
International Joint Conference on Artificial Intelligence (IJCAI), 2013