Reduced Interaction Sampling (RIS) reconstructs large-scale networks in linear time through adaptive sampling of structural hubs. The framework eliminates quadratic computational redundancy while preserving topology, cutting processing costs by 99%. Applications span genomic and social network analysis where sustainable, high-fidelity inference is needed.