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[CS.DS] Quadratic Probing Insertions Are $\epsilon^{-(1+o(1))}$

Published at: 2026-08-31 22:00 Last updated: 2026-09-02 01:42
#algorithm #optimization #Data Structure

Quadratic probing, introduced in 1968, remains one of the simplest and most widely adopted hash‑table schemes. For decades researchers have conjectured that at load factor $1-\epsilon$ the expected insertion time should be $O(\epsilon^{-1})$, yet no bound of the form $f(\epsilon^{-1})$ had been proved.

The paper delivers a breakthrough: the expected insertion time of quadratic probing is $\epsilon^{-(1+o(1))}$. In other words, the bound matches the conjectured $\epsilon^{-1}$ up to a sub‑polynomial factor. The authors achieve this by a fine‑grained probabilistic analysis of the probe sequence and novel techniques for handling the regime where $\epsilon\to0$.

This result settles a half‑century‑old open problem and provides a solid theoretical foundation for further practical optimizations of hash tables.

Blogger's Review: The authors finally close the long‑standing gap between conjecture and proof for quadratic probing. While constant‑factor tuning remains an engineering matter, having a tight asymptotic guarantee is a major step forward for both theory and practice.

Original Source: https://arxiv.org/abs/2608.28512

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