math.PR · 2026-09-03 · No. 104
Probability, 2026-09-03.
1 new papers in math.PR. Titles, authors,
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01 — The papers
1 entries-
01
Dimension Dependent Correlation Gap Bounds under Restricted Independence
Arjun Ramachandra
math.PR · cs.LG · math.CO
The pairwise independent correlation gap is the ratio of the maximum expected value of a set function under arbitrary dependence to that under pairwise independence, measuring the loss from this independence restriction. Under mutual independence, this gap is universally bounded by $e/(e-1)$ for monotone submodular functions. With pairwise independence, a tighter $4/3$ upper bound was established for several special cases, including $n=3$,...
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