Lower bound for edge counting under local node differential privacy
Establish the Omega_k(n^{k-1/2}) lower bound for noninteractive local node-differentially-private algorithms that count copies of a template graph with maximum degree equal to 1, thereby resolving the corresponding open edge-counting lower bound, which remains equivalent even for templates with more than two nodes.
References
The same result for $H$ with maximum degree equal to $1$ would imply the edge-counting lower bound open in -- even if $H$ has more than $2$ nodes, it is equivalent to edge counting.
— Subgraph Counting with Local Node Differential Privacy
(2610.22278 - Raskhodnikova et al., 15 Oct 2026) in Section 1, immediately after Theorem 2 ("Error required for subgraph counting")