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Yong Chen

5 papers indexed

arxivcs.LG2026-07-15

Dysco: Dynamic Subspace Boosting to Mitigate LoRA Interference in Federated Learning

Haobo Zhang, Jiankun Wang, Suraj Rajendran, Weishen Pan, Lam Tsoi, Yong Chen, et al.

Federated fine-tuning of large pre-trained models increasingly relies on Low-Rank Adaptation (LoRA) to reduce communication and computation, but heterogeneous clients can make adapter aggregation unstable. We identify the data-parameter interference as a geometric source of this…

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arxivcs.DCcs.AIcs.LG2026-06-30

From Tensor Buffer to Distributed Memory Hierarchy: A Survey of KV Cache Management for LLM Serving

Jie Li, Tongyang Wang, Yong Chen

The key-value (KV) cache has become a first-order memory object in LLM serving rather than a temporary per-request tensor. This survey classifies more than thirty KV-management systems and frameworks using four axes: locality, lifetime, ownership, and substrate. The axes reveal f…

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crossrefMathematics2025-11-19Cited by 1

Explainable Machine Learning Financial Econometrics for Digital Inclusive Finance Impact on Rural Labor Market

Huanhao Chen, Yong Chen, Jiaxuan Wu, Xiaofei Du

The research examines how digital inclusive finance reshapes the rural labor market using an auditable index system and an interpretable learning pipeline. We construct a four-pillar framework for the rural labor market covering labor behavior, labor structure, security and fairn…

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