Author

Emam Hossain

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#machine learning Preprint Oct 2026

Why Convolution Still Matters: Evaluating Inductive Biases in Cryospheric Image Classification

Recent advances in attention-based deep learning have motivated their adoption for remote sensing image classification; however, their benefits for cryospheric imagery, where surface states are dominated by fine-grained textures and class imbalance, remain unclear. In this work, we revisit a benchmark Greenland Ice She...

Chhaya Kulkarni, Emam Hossain · 0 citations

#machine learning Preprint Aug 2026

Supraglacial Lake Fate Is Knowable Long Before the Season Ends

A supraglacial lake on the Greenland Ice Sheet ends its melt season in one of four ways: it drains rapidly through a hydrofracture, drains slowly across the surface, refreezes in place, or is buried by late-season snowfall. Which one occurs decides whether the meltwater reaches the ice bed. Satellite classifiers recove...

Emam Hossain, M. O. Gani · 0 citations