most citedInterpreting Multi-Branch Anti-Spoofing Architectures: Correlating Internal Strategy with Empirical Performance

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cs.SD2026★ 1 cited

Interpreting Multi-Branch Anti-Spoofing Architectures: Correlating Internal Strategy with Empirical Performance

Ivan Viakhirev, Kirill Borodin, Mikhail Gorodnichev +1

Multi-branch deep neural networks like AASIST3 achieve state-of-the-art comparable performance in audio anti-spoofing, yet their internal decision dynamics remain opaque compared t…

cs.SD2025

Towards Scalable AASIST: Refining Graph Attention for Speech Deepfake Detection

Ivan Viakhirev, Daniil Sirota, Aleksandr Smirnov +1

Advances in voice conversion and text-to-speech synthesis have made automatic speaker verification (ASV) systems more susceptible to spoofing attacks. This work explores modest ref…