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Home/Authors/Andrew Martin

Andrew Martin

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

Crypto×1AI×1NLP×1

Frequent co-authors

Keyu Zhang1×
Vadim Safronov1×

Research Timeline

2026
Stemma: Induced Decision Regions Reveal LLM Provenance

This paper introduces Stemma, a black-box LLM fingerprinting method that abstracts away surface-form variation and measures the inheritance of decision regions for reliable provenance testing.

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Papers

cs.CRcs.AIcs.CLNEWEmpiricalJul 28, 2026

Stemma: Induced Decision Regions Reveal LLM Provenance

Keyu Zhang, Vadim Safronov, Andrew Martin

This paper introduces Stemma, a black-box LLM fingerprinting method that abstracts away surface-form variation and measures the inheritance of decision regions for reliable provenance testing.

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