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Sk. Imran Hossain

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#machine learning Preprint Aug 2026

Attention-Enhanced Dual-Branch ConvNeXt-BiLSTM Network for Subject-Independent EEG Seizure Detection

Automated seizure detection from scalp electroencephalography (EEG) is difficult because seizure morphology varies among patients and seizure samples are substantially outnumbered by non-seizure samples. This paper presents an attention-enhanced dual-branch network that jointly learns time--frequency and temporal repre...

M. Chowdhury, Sk. Imran Hossain · 0 citations

DASH: Dual-Branch Score Distillation for Guidance-Calibrated Compact Diffusion Models

DASH is introduced, which supervises the conditional and unconditional branches independently and an anchor term regularises the conditional prediction toward ground-truth noise, and the teacher's final learned per-timestep curriculum transfers into the student as a frozen prior.

A. Shafi, Kazi Saeed Alam, Sk. Imran Hossain et al. · 1 citation

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