cs.DS · 2026-06-28 · No. 37
Data Structures and Algorithms, 2026-06-28.
1 new papers in cs.DS. Titles, authors,
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01 — The papers
1 entries-
01
Fast algorithms for learning a Gaussian under halfspace truncation with optimal sample complexity
Haitong Liu, Deepak Narayanan Sridharan, David Steurer, Manuel Wiedmer
cs.DS · cs.LG · math.ST · stat.ML
We study the fundamental problem of learning a high-dimensional Gaussian truncated to an unknown halfspace. Lee, Mehrotra and Zampetakis (FOCS'24) recently obtained the first polynomial time algorithm for this problem, but their resulting sample and time complexity bounds are not optimal. Under non-trivial truncation, for any target accuracy $\varepsilon > 0$ and dimension $d$ we give an efficient algorithm that uses $n =...
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