Original ResearchPublished 1 September 2026TF-Mamba-DPHNet: a time-frequency state-space and dual-path interaction framework with hybrid cross-scale feature calibration for speech enhancementShaik AreefaBegam · Sunnydayal VanambathinaFrontiers in Signal Processingdoi 10.3389/frsip.2026.1911510