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Home/Authors/Janne Laakkonen

Janne Laakkonen

1 indexed paper

Recent (6 mo)
1
With code
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Publications per year

1
26

Top categories

Audio and Speech Processing×1

Frequent co-authors

Ivan Kukanov1×
Ville Hautamäki1×

Research Timeline

2026
How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection

This paper compares the geometry of solutions left by different objectives in low-rank adapters for speech deepfake detection using the empirical Fisher diagnostic.

Highlighted terms show continued research focus across papers

Papers

eess.ASEmpiricalRecentJul 24, 2026

How Meta-Learning Shapes LoRA Adapter Geometry in Speech Deepfake Detection

Ivan Kukanov, Janne Laakkonen, Ville Hautamäki

This paper compares the geometry of solutions left by different objectives in low-rank adapters for speech deepfake detection using the empirical Fisher diagnostic.

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