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Nabira Rashid

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#machine learning Preprint Aug 2026

Architectural and Regularization Components in Deep Learning Medical Image Registration: Systematic Ablation Study

Deep learning registration methods routinely stack two kinds of enhancement on a base network: architectural additions such as affine pre-alignment stages, and training-objective additions such as regularization losses. Papers tend to adopt both at once, so it is unclear which is doing the work. I ran a controlled abla...

Nabira Rashid · 0 citations
#artificial intelligence Preprint Sep 2026

Retrieved but not ranked: surface-form bias in structural retrieval, from mathematics to agent trajectories

This work evaluates embedding retrieval where surface form and meaning are pulled apart on purpose: retrieving items that share underlying structure but not wording, in two unrelated domains under one protocol, competition mathematics and embodied-agent trajectories.

Nabira Rashid, M. Kellis · 0 citations

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