mlsanityData to 7 Oct 2026

Optimal distributed composite testing in high-dimensional Gaussian models with 1-bit communication

arXiv 2012.04957 ↗First posted 9 Dec 2020cs.IT math.IT math.STcited by 4

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Abstract (arXiv)

In this paper we study the problem of signal detection in Gaussian noise in a distributed setting where the local machines in the star topology can communicate a single bit of information. We derive a lower bound on the Euclidian norm that the signal needs to have in order to be detectable. Moreover, we exhibit optimal distributed testing strategies that attain the lower bound.

Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Dec 2020.

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Citing papers per year: 2022: 2; 2023: 0; 2024: 2.

4 papers.