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Rong-Hua Li

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Preprint Oct 2026

Nearly optimal Personalized PageRank computation

We study the fundamental problem of computing Personalized PageRank (PPR) on an undirected and unweighted graph $G$. We focus on the $\eps$-error guarantee introduced by Andersen, Chung, and Lang [ACL; FOCS 2006 $\&$ Internet Math 2007]. Their classic local push method computes an approximate PPR vector satisfying the...

Rong-Hua Li, Yi-Chun Yang, Jun-Jie Zhou · 0 citations
Preprint Aug 2026

Classical and quantum spectral density estimation under local graph access

It is proved that every constant-success estimator with Wasserstein--$1$ error at most $\eps$ requires $2^{\Omega(1/\eps)}$ queries, showing that the Cohen-Steiner algorithm is optimal up to constant in the exponent.

Rong-Hua Li, Mei-Hao Liao, Yi-Chun Yang · 0 citations

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