Author

Brian J. Kirkwood

United States Army Institute of Surgical ResearchORCID 0000-0001-7196-3101Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 1

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Research Focus:benchmarking· 1 Research Focus:clustering· 1 Approach:deep learning· 1 Research Focus:differential expression· 1 Research Focus:dimensionality reduction· 1 Assay:imaging· 1 Approach:transformer / foundation model· 1

Frequent Co-Authors

Gary Legault· 1 shared Jordan Haag· 1 shared Jose Gabriel Gonzalez Nunez· 1 shared Laura J. BrattainiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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4 top collaborators · 6 mutual co-author links

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1 shared paperBioinformatics

Gary Legault

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1 paper

Recent·Most cited

BioinformaticsbioRxivPreprintSep 18, 2026

Time-Series Foundation Models for Cognitive Workload Classification using Eye-Tracking Data

Jordan Haag, Jose Gabriel Gonzalez Nunez, Brian J. Kirkwood…·Laura J. Brattain

This study evaluates two time-series foundation models for cognitive workload classification from eye-tracking data, showing better generalization to unseen individuals than task-specific models.

DOI 10.64898/2026.09.13.751282

imagingdeep learning

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