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Research PaperResearchia:202604.01014[Computer Science > Cybersecurity]

Refined Detection for Gumbel Watermarking

Tor Lattimore

Abstract

We propose a simple detection mechanism for the Gumbel watermarking scheme proposed by Aaronson (2022). The new mechanism is proven to be near-optimal in a problem-dependent sense among all model-agnostic watermarking schemes under the assumption that the next-token distribution is sampled i.i.d.


Source: arXiv:2603.30017v1 - http://arxiv.org/abs/2603.30017v1 PDF: https://arxiv.org/pdf/2603.30017v1 Original Link: http://arxiv.org/abs/2603.30017v1

Submission:4/1/2026
Comments:0 comments
Subjects:Cybersecurity; Computer Science
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arXiv: This paper is hosted on arXiv, an open-access repository
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Refined Detection for Gumbel Watermarking | Researchia