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Soumyadeep Roy

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#machine learning Preprint Sep 2026

Zero-Shot Temporal Localisation of Audio Deepfakes in Multi-Speaker Conversations

Voice-cloning fraud increasingly relies on surgical injection: a genuine conversation in which only one or two sentences are replaced by synthetic speech. Utterance-level deepfake detectors emit a single real/fake label per clip and cannot report where the synthetic speech lies. We formalise this as Temporal Deepfake L...

Soumyadeep Roy · 0 citations
#machine learning Preprint Sep 2026

A Fairness Audit of the Duckworth-Lewis-Stern Method: Format-Specific and Gender-Differential Bias, with an Interpretable Calibration Layer for Cricket Target Revision

The Duckworth-Lewis-Stern (DLS) method has been the international standard for revising target scores in rain-interrupted limited-overs cricket since 1999. Despite over two decades of operational use, no large-scale empirical audit of its prediction bias has been published. We conduct such an audit on 8,150 internation...

Soumyadeep Roy · 0 citations

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