AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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HerA, a Hypothesis- and Evidence-guided Research Agent that uses task context, optimization feedback, and structural diagnostics to revise search hypotheses, select and configure HDBO strategies, and determine their execution length, is introduced.
A trajectory-learning framework comprising trajectory construction, trajectory modeling, and candidate generation is formalized, and existing trajectory-based methods under it are analyzed and Uncertainty-aware Gradient-guided Trajectory Learning (UGTL), which constructs locally coherent improvement trajectories reflec...
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