Author

Pei-Ran Lin

Westlake University

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Developmental Biology· 1

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Approach:deep learning· 1 Research Focus:differential expression· 1 Research Focus:drug response / drug discovery· 1 Assay:imaging· 1 Research Focus:perturbation response prediction· 1 Research Focus:trajectory inference· 1 Approach:transformer / foundation model· 1 Organism:zebrafish· 1

Frequent Co-Authors

Li-Jia-Yu DengiD· 1 shared Luo-Tong Xie· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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1 shared paperDevelopmental Biology

Li-Jia-Yu DengORCID

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1 paper

Recent·Most cited

EmbryoTempoFormer: clip-based developmental tempo inference from zebrafish brightfield time-lapse microscopy

Li-Jia-Yu Deng, Pei-Ran Lin, Luo-Tong Xie

This paper introduces EmbryoTempoFormer, a model that infers developmental tempo from zebrafish time-lapse microscopy, showing that temperature changes alter developmental progression through tempo rather than time offset.

Artificial Intelligence in the Life Sciences · Apr 12, 2026Peer-reviewedDevelopmental Biology