Qingxiang Liu

Joined

September 2023

Names

Qingxiang Liu (Preferred)

Emails

****@gmail.com (Confirmed)

Personal Links

Career & Education History

PhD student

Institute of Computing Technology , Chinese Academy of Sciences (ict.ac.cn)

2020 – 2025

Advisors, Relations & Conflicts

PhD Advisor

2020 – 2025

Expertise

Time series analysis

2020 – 2025

Federated learning

2020 – 2025

Publications

REFOL: Resource-Efficient Federated Online Learning for Traffic Flow Forecasting
Qingxiang Liu, Sheng Sun, Yuxuan Liang, Xiaolong Xu, Min Liu, Muhammad Bilal, Yuwei Wang, Xujing Li, Yu Zheng
- IEEE Trans. Intell. Transp. Syst. 2025
- Readers: Everyone
Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach
Qingxiang Liu, Sheng Sun, Yuxuan Liang, Min Liu, Jingjing Xue
- AAAI 2025
- Readers: Everyone
Online Spatio-Temporal Correlation-Based Federated Learning for Traffic Flow Forecasting
Qingxiang Liu, Sheng Sun, Min Liu, Yuwei Wang, Bo Gao
- IEEE Trans. Intell. Transp. Syst. 2024
- Readers: Everyone
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting
Qingxiang Liu, Xu Liu, Chenghao Liu, Qingsong Wen, Yuxuan Liang
- NeurIPS 2024 poster
- Readers: Everyone
Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation
Zhiyuan Wu, Sheng Sun, Yuwei Wang, Min Liu, Quyang Pan, Junbo Zhang, Zeju Li, Qingxiang Liu
- ACM Trans. Intell. Syst. Technol. 2024
- Readers: Everyone
Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting
Qingxiang Liu, Xu Liu, Chenghao Liu, Qingsong Wen, Yuxuan Liang
- CoRR 2024
- Readers: Everyone
Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach
Qingxiang Liu, Sheng Sun, Yuxuan Liang, Jingjing Xue, Min Liu
- CoRR 2024
- Readers: Everyone

View all 18 publications

Co-Authors

View all 37 co-authors