Author

Travyse A. Edwards

University of PennsylvaniaORCID 0000-0001-7273-2516Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Assay:DNA methylation· 2 Research Focus:benchmarking· 1 Approach:deep learning· 1 Organism:human· 1 Approach:large language model· 1 Approach:statistical model· 1 Research Focus:variant effect prediction· 1

Frequent Co-Authors

Li SheniD· 2 shared Qi LongiD· 2 shared

Activity by Year

2026-2026 · peak 2/yr

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2 top collaborators · 1 mutual co-author link

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2 shared papersBioinformatics

Li ShenORCID

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2 papers

Recent·Most cited

BioinformaticsbioRxivPreprintOct 22, 2026

EG-BINN: Parameter-Efficient Ensembling of Gated Biologically Informed Neural Networks for Epigenetic Age Estimation

Travyse A. Edwards, Qi Long, Li Shen

EG-BINN improves epigenetic age estimation by combining parameter-efficient ensembling of biologically informed neural networks with sample-specific gating, achieving lower error rates than existing methods.

DOI 10.64898/2026.10.17.759869

humanDNA methylation

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BioinformaticsbioRxivPreprintMay 14, 2026

MethylCurate: Tool For Dataset Curation and Epigenetic Aging Clock Evaluation

Travyse Anthony Edwards, Qi Long, Li Shen

MethylCurate automates DNA methylation dataset retrieval and metadata harmonization from Gene Expression Omnibus, enabling scalable evaluation of epigenetic aging clocks.

DOI 10.64898/2026.05.11.723515

DNA methylationlarge language model

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