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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

Guoxuan Xia

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Jul 2026

A Practical Investigation of Training-free Relaxed Speculative Decoding

Speculative decoding accelerates sampling from an autoregressive LLM by using a faster auxiliary model to draft tokens which are then verified in parallel by the LLM. Standard speculative decoding is lossless: its rejection and resampling steps exactly preserve the LLM's sampling distribution. Recent work argues that r...

Guoxuan Xia, Luka Ribar, Paul Balanca · 2 citations

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