Optimal Convergence Rates for Agnostic Nyström Kernel Learning. [Paper]
Jian Li, Yong Liu, Weiping Wang.
International Conference on Machine Learning (ICML), 2023. CCF-A 会议.
Towards Sharp Analysis for Distributed Learning with Random Features.
Jian Li, Yong Liu.
International Joint Conference on Artificial Intelligence (IJCAI), 2023. CCF-A 会议.
Semi-supervised vector-valued learning: Improved bounds and algorithms. [Paper]
Jian Li, Yong Liu, Weiping Wang.
Pattern Recognition (PR), 2023. CCF-B 期刊 / 中科院一区.
Non-IID Federated Learning with Sharper Risk Bound. [Paper]
Bojian Wei, Jian Li*, Yong Liu, Weiping Wang.
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022. CCF-B 期刊 / 中科院一区.
Convolutional Spectral Kernel Learning with Generalization Guarantees. [Paper] [Code]
Jian Li, Yong Liu, Weiping Wang.
Artificial Intelligence (AI), 2022. CCF-A 期刊 / 中科院一区.
Non-IID Distributed Learning with Optimal Mixture Weights. [Paper]
Jian Li, Bojian Wei, Yong Liu, Weiping Wang.
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2022. CCF-B 会议.
Ridgeless Regression with Random Features. [Paper] [Code]
Jian Li, Yong Liu, Yingying Zhang.
International Joint Conference on Artificial Intelligence (IJCAI), 2022. CCF-A 会议.
Federated learning for non-iid data: From theory to algorithm. [Paper] [Presentation] [最佳学生论文奖]
Bojian Wei, Jian Li*, Yong Liu, Weiping Wang.
Pacific Rim International Conference on Artificial Intelligence (PRICAI), 2021. CCF-C 会议.
Automated Spectral Kernel Learning. [Paper] [Poster] [Code]
Jian Li, Yong Liu, Weiping Wang.
AAAI Conference on Artificial Intelligence (AAAI), 2020. CCF-A 会议.
Multi-Class Learning: From Theory to Algorithm. [Paper] [Poster] [Sildes] [3-minute video] [Code]
Jian Li, Yong Liu, Rong Yin, Hua Zhang, Lizhong Ding, Weiping Wang.
Advances in Neural Information Processing Systems 31 (NeurIPS), 2018. CCF-A 会议.
国家自然科学基金青年基金 (No. 62106257),30万元。
面向大规模结构化预测的自动谱核学习研究。
国家重点研发项目子课题 (2022YFB3105302.2),120万元。
跨平台异质性数据聚合与协同技术。
中国科学院特别研究助理资助,80万元。
大规模小样本自动化机器学习。
中国科学院信息工程研究所优才计划B类, 预聘(正高)研究员。