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Lian-Yong Qi

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Book Open access Jul 2026

Fourier Kolmogorov-Arnold Network and Hypergraph Enhanced Contrastive Learning for Recommendation

This work proposes Fourier Kolmogorov-Arnold Network and Hypergraph Enhanced Contrastive Learning for recommendation and integrates these views through contrastive learning to generate robust and accurate recommendations.

Yuwen Liu, Lian-Yong Qi, Xu-Cheng Zhou et al. · 0 citations
2025

A Fair Federated Learning Method for Handling Client Participation Probability Inconsistencies in Heterogeneous Environments

This work proposes PHP-FL, a novel model-heterogeneous FL method that explicitly addresses scenarios with varying client participation probabilities to enhance both model accuracy and performance fairness, and introduces a Dual-End Aligned ensemble Learning (DEAL) module.

Siyuan Wu, Yongzhe Jia, Haolong Xiang et al. · 1 citation · ⚡1

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