Heterogeneous Federated Learning

2 papers across 2 sessions

Poster Session 5

1 paper

Friday, December 5, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

FedFree: Breaking Knowledge-sharing Barriers through Layer-wise Alignment in Heterogeneous Federated Learning

#812 · Haizhou Du, Yiran Xiang, Yiwen Cai, Xiufeng Liu, Zonghan Wu, Huan Huo, Guodong Long

Poster Session 6

1 paper

Friday, December 5, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Transforming Gaps into Gains: Bridging Model and Data Heterogeneity in Federated Learning via Knowledge Weak-Aware Zones

#805 · Ke Li, Yan Ding, Zhiqin Zhu, Shenhai Zheng

This paper proposes FedKWAZ, a framework that enhances heterogeneous federated learning by bridging semantic and decision gaps via Knowledge Weak-Aware Zones.