Author

S. M. Asif Hossain

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Preprint Aug 2026

NanoSleep: A Parameter-Efficient Hybrid Temporal Convolutional Network for Single-Channel Sleep Stage Classification

Sleep stage classification from single-channel electroencephalography (EEG) is essential for wearable and home-based sleep monitoring. However, many deep learning models achieve high accuracy at the cost of large model sizes, which limits their deployment on resource-constrained devices. In this work, we present NanoSl...

S. M. Asif Hossain, S. Kshirsagar · 2 citations

#machine learning Preprint Sep 2026

CAPTURE: Disentangling Preference Drift from Memory Poisoning in Personalized LLM Agents

The results suggest that modeling preference authenticity explicitly can improve both personalization and robustness in memory-augmented LLM agents.

S. M. Asif Hossain, Ruksat Khan Shayoni, M. Morol · 0 citations