← Search

Lindsay Edwards

2 accepted papers

2026

PatchDNA: A Flexible and Biologically-Informed Alternative to Tokenization for DNA

ICLR 2026poster

DNA language models are emerging as powerful tools for representing genomic sequences, with recent progress driven by self-supervised learning. However, performance on downstream tasks is sensitive to tokenization strategies reflecting the complex encodings in DNA, where both regulatory elements and…

Cited by 0SourceScholar
2021

SubTab: Subsetting Features of Tabular Data for Self-Supervised Representation Learning

NeurIPS 2021poster

Self-supervised learning has been shown to be very effective in learning useful representations, and yet much of the success is achieved in data types such as images, audio, and text. The success is mainly enabled by taking advantage of spatial, temporal, or semantic structure in the data through au…

Cited by 167SourcePDFScholar