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Efficient and Effective Biclique Counting with Local Differential Privacy

Summary: Edge-LDP (p,q)-biclique counting in bipartite graphs. Key novelty: moment-based Multi-round Common Neighbor estimator with variance reduction and pruning, yielding unbiased counts without explicit motif enumeration; substantially better utility/scalability than naive randomized-response. (summarized by gpt-5.4-mini on Apr 11 2026)

Paper ID
7468
Venue
SIGMOD
Year
2026
Pagerank
4.1945683e-05
Overall Rank
10,157 | 29.34%
DOI
10.1145/3786642

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