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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

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Hai Zhang

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Conference Aug 2026

LCW-DPO: Direct Preference Optimization with Length Calibration and Confidence Weighting

Direct Preference Optimization (DPO) has become an important method for preference alignment of large language models. However, standard DPO still faces two common issues on real-world preference data. First, sequence-level log probability is obtained by accumulating token-level log probabilities, which makes the impli...

Jia-Yi Li, Jia-Hui Jin, Hai Zhang · 0 citations

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