Author

Nilushika Udayangania

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#machine learning Preprint Oct 2026

Learning to Remember: Distilling Memory Retention for Compact Recurrent Neural Networks

Deep learning models, particularly recurrent neural networks and their variants, such as long short-term memory, have significantly advanced time series analysis. These models capture complex, sequential patterns in time series, enabling real-time assessments. However, their high computational complexity and large mode...

Nilushika Udayangania, Kishor Nandakishora, M. Palaniswami · 0 citations