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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Joohyung Lee

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2026

AdaSplitLoRA: Adaptive Split Federated Learning for Efficient LLM Fine-Tuning in Wireless Networks

This letter proposes Adaptive Split LoRA (AdaSplitLoRA), a framework that jointly optimizes adaptive low rank adaptor (LoRA) rank allocation and dynamic bandwidth allocation for communication-efficient split federated learning (SFL)-based large language model (LLM) fine-tuning. We formulate a joint per-round latency mi...

HyunJun Choi, Joohyung Lee, Ronald Y. Chang · 0 citations

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