AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work develops OSCAR (Optimization modeling by Simulator, Coder, and Reviewer), which uses an offline Simulator certified against labeled decision examples to compare candidates and continues searching beyond feasibility, and model the search for the next certified improvement as sequential decisions under unobserv...
Large language models can translate business descriptions into optimization models, but executable code may misrepresent constraints or objectives. A solver can then return an optimal solution to the wrong problem. Even when the solution satisfies the intended operating rules, a better plan may exist. For organizations...
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