AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Prompting guides language model behavior through the initial context, whereas activation steering often intervenes throughout generation. A natural question is whether steering can produce effects on subsequent computation similar to those of prompting. Under fixed-state attention assumptions, we establish sufficient c...
A unified framework that jointly decides where to spend computation and what degradation cues should guide restoration, which achieves state-of-the-art performance for composite degradation restoration on CDD-11 and delivers the best results to date on the conventional 3-task and 5-task all-in-one benchmarks.
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