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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

Xin-Hong Ma

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Preprint Aug 2026

I-SDPO: Instance-Level Adaptive Self-Distillation Policy Optimization

I-SDPO (Instance-Level Adaptive Self-Distillation Policy Optimization), which treats teacher reliance as capability-dependent and uses imitation only where group-relative rewards are uninformative, obtains the best result in all four scientific domains.

Yubo Zhang, Xin-Hong Ma, Zezhong Tan et al. · 0 citations

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