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This paper presents a causal speech enhancement (SE) model based on a complex two-branch nested U-Net architecture (CNUNet-TB) combined with a two-stage (TS) training method that leverages speech ...

Mechanism-level reproduction of Google's Nested Learning (HOPE) architecture (HOPE blocks, CMS, and Self‑Modifying TITANs), matching the quality bar set by lucidrains' TITAN reference while remaining ...