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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

S. Chandra

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Conference Jul 2026

MRAN-UNet: Physics-Informed Harmonic Frequency Attention for Multilingual Speech Enhancement

Deep learning speech enhancement models are trained without grounding in acoustic physics, and evaluations remain confined almost exclusively to English. We address both gaps with MRAN-UNet, which embeds Harmonic Frequency Attention (HFA) - a parameter-free module derived from the source-filter model that aggregates sp...

Satya Prasad Gaddamedi, Debolina Pramanik, Puja Bharati et al. · 0 citations

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