Sheng Huang

PhD student, SUN YAT-SEN UNIVERSITY

Joined

March 2023

Names

Sheng Huang (Preferred)

晟黄

Emails

****@163.com (Confirmed)

****@mail2.sysu.edu.cn (Confirmed)

Personal Links

Google Scholar

ORCID

Career & Education History

PhD student

SUN YAT-SEN UNIVERSITY (sysu.edu.cn)

2023 – Present

MS student

Fuzhou University (fzu.edu.cn)

2020 – 2023

Advisors, Relations & Conflicts

PhD Advisor

Chuanfu Zhang

2023 – 2027

Expertise

Deep Learning

2020 – Present

Publications

Advances in Robust Federated Learning: A Survey With Heterogeneity Considerations
Chuan Chen, Tianchi Liao, Xiaojun Deng, Zihou Wu, Sheng Huang, Zibin Zheng
- IEEE Trans. Big Data 2025
- Readers: Everyone
GLNCD: Graph-Level Novel Category Discovery
Bowen Deng, Lele Fu, Sheng Huang, Tianchi Liao, Jialong Chen, Zhang Tao, Chuan Chen
- NeurIPS 2025 poster
- Readers: Everyone
Soft-consensual Federated Learning for Data Heterogeneity via Multiple Paths
Sheng Huang, Lele Fu, Fanghua Ye, Tianchi Liao, Bowen Deng, zhangchuanfu, Chuan Chen
- NeurIPS 2025 poster
- Readers: Everyone
Unsupervised Federated Graph Learning
Lele Fu, Tianchi Liao, Sheng Huang, Bowen Deng, zhangchuanfu, Shirui Pan, Chuan Chen
- NeurIPS 2025 poster
- Readers: Everyone
A Cross-Client Coordinator in Federated Learning Framework for Conquering Heterogeneity
Sheng Huang, Lele Fu, Yuecheng Li, Chuan Chen, Zibin Zheng, Hong-Ning Dai
- IEEE Trans. Neural Networks Learn. Syst. 2025
- Readers: Everyone
Less is More: Federated Graph Learning with Alleviating Topology Heterogeneity from A Causal Perspective
Lele Fu, Bowen Deng, Sheng Huang, Tianchi Liao, Shirui Pan, Chuan Chen
- ICML 2025 poster
- Readers: Everyone
Towards Understanding Parametric Generalized Category Discovery on Graphs
Bowen Deng, Lele Fu, Jialong Chen, Sheng Huang, Tianchi Liao, Zhang Tao, Chuan Chen
- ICML 2025 poster
- Readers: Everyone
Parameter-oriented contrastive schema and multi-level knowledge distillation for heterogeneous federated learning
Lele Fu, Yuecheng Li, Sheng Huang, Chuan Chen, Chuanfu Zhang, Zibin Zheng
- Inf. Fusion 2025
- Readers: Everyone
Beyond Federated Prototype Learning: Learnable Semantic Anchors with Hyperspherical Contrast for Domain-Skewed Data
Lele Fu, Sheng Huang, Yanyi Lai, Tianchi Liao, Chuanfu Zhang, Chuan Chen
- AAAI 2025
- Readers: Everyone
Learn the global prompt in the low-rank tensor space for heterogeneous federated learning
Lele Fu, Sheng Huang, Yuecheng Li, Chuan Chen, Chuanfu Zhang, Zibin Zheng
- Neural Networks 2025
- Readers: Everyone

View all 18 publications

Co-Authors

View all 29 co-authors