Learning Not to Optimize: Physics-Informed Action-Space Reshaping for Intent-Based Network Control

Zuyuan Zhang, Vaneet Aggarwal, Tian Lan

Modern network policy control maps intent to sequential placement-control decisions. Bellman-style policy optimization primarily asks which action to optimize, while constraints ar…