Author

Yue Liu

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Sep 2026

Decoupling Semantic and Structural Alignment for Cross-Domain Federated Learning.

Cross-domain federated learning (CFL) suffers from degraded generalization due to feature discrepancies across clients. Most existing methods improve generalization by aligning cross-domain semantic features or enhancing feature diversity. However, they lack explicit constraints on the structural consistency of feature...

Wen-Jie Yao, Su-Xia Zhu, Guang-Lu Sun et al. · IEEE Transactions on Neural... · 0 citations

#artificial intelligence Preprint Mar 2026

Towards Natural Personalization: Evaluating Long-Horizon Preference Following in Personalized User-LLM Interactions

This work proposes RealPref, a benchmark for evaluating natural preference-following in personalized user-LLM interactions, and finds that LLM performance drops significantly as context length grows and preference expression becomes more implicit, and that generalizing user preference understanding to unseen scenarios...

Qian-Yu Guo, Yi-Bo Li, Yue Liu et al. · 7 citations · ⚡1