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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

Zhaoyang Hu

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Conference Aug 2026

Adaptability assessment and optimal strategy selection for parameter-efficient fine-tuning of large language models

PEFT-Assess is presented, a systematic framework for evaluating the adaptability of four mainstream PEFT methods—LoRA, QLoRA, Adapter, and Prefix-Tuning—across five evaluation dimensions: accuracy, F1-score, training speed, memory efficiency, and generalization capability.

Zhaoyang Hu, Shi-Xuan Cao, Yuqi Sun et al. · 0 citations

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