Lower Bounds for Graph Reconstruction Using Maximal Independent Set Queries

The minimum number of maximal independent set queries required to reconstruct the edges of a hidden graph with n vertices and maximum degree Δ is Ω(Δ^2 log(n/Δ)) for randomized non-adaptive algorithms and Ω(Δ^3 log n / log Δ) for deterministic non-adaptive algorithms.