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Matt Y. Cheung

2 accepted papers

2026

COMPASS: Robust Feature Conformal Prediction for Medical Segmentation Metrics

ICLR 2026poster

In clinical applications, the utility of segmentation models is often based on the accuracy of derived downstream metrics such as organ size, rather than by the pixel-level accuracy of the segmentation masks themselves. Thus, uncertainty quantification for such metrics is crucial for decision-making…

Cited by 0SourceScholar
2021

Wearing A Mask: Compressed Representations of Variable-Length Sequences Using Recurrent Neural Tangent Kernels

ICASSP 2021accepted

High dimensionality poses many challenges to the use of data, from visualization and interpretation, to prediction and storage for historical preservation. Techniques abound to reduce the dimensionality of fixed-length sequences, yet these methods rarely generalize to variable-length sequences. To a…

Cited by 0SourceScholar