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Haibin Cai

5 accepted papers

2025

FedCFA: Alleviating Simpson’s Paradox in Model Aggregation with Counterfactual Federated Learning

AAAI 2025technical

Federated learning (FL) is a promising technology for data privacy and distributed optimization, but it suffers from data imbalance and heterogeneity among clients. Existing FL methods try to solve the problems by aligning client with server model or by correcting client model with control variables…

Cited by 0SourcePDFScholar
2022

Unsupervised Hierarchical Translation-Based Model for Multi-Modal Medical Image Registration

ICASSP 2022accepted

Deformable registration of multi-modal medical images is a challenging task in medical image processing due to the differences in both appearance and structure. We propose an unsupervised hierarchical translation-based model to perform a coarse to fine registration of multi-modal medical images. The…

Cited by 0SourceScholar