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S. K. Chung

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#artificial intelligence Preprint Sep 2026

CIDERS: Cloud-Edge LLM Collaborative Learning via Accelerating Personalized Bilevel Optimization

Amid the rapid advancement of physical-world intelligence, cloud-edge collaborative large language models (LLMs) have emerged as a promising roadmap for practical LLM deployment. However, existing cloud-edge paradigms struggle to balance global consensus with local personalization, which fails to satisfy the need for a...

Victor H. Chen, Hai-Rui Yu, S. K. Chung et al. · 0 citations

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