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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

Zi-Qi Liu

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2026

Efficient LLM Reasoning via Logit-Based Introspection

Recent Reasoning Large Language Models have demonstrated impressive long-form reasoning capabilities, achieving expert-level performance on complex tasks such as competition-level mathematics and scientific question answering. However, they often suffer from the overthinking problem, leading to excessive token usage, h...

Kai-Hao Zhang, Bin Shi, Kai Sun et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Hyperparameter Scaling Laws Across MoE Sparsity

This work shows that conventional hyperparameter scaling laws are insufficient for ultra-sparse MoEs: the optimal learning rate and batch size vary with activation ratio, and these shifts cannot be explained by either total or activated parameter count alone.

Chang-Xin Tian, Kun-Long Chen, Jia Liu et al. · 1 citation

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