Author

Siying Liu

Beijing University of Posts and Telecommunications

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Biology Disciplines

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Bioinformatics· 1

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Research Focus:benchmarking· 1 Approach:contrastive learning· 1 Approach:deep learning· 1 Research Focus:dimensionality reduction· 1 Assay:DNA methylation· 1 Research Focus:gene regulatory network inference· 1 Research Focus:variant effect prediction· 1 Assay:whole-genome sequencing· 1

Frequent Co-Authors

Bo HeiD· 1 shared Chengsen WangiD· 1 shared Haifeng SuniD· 1 shared Jianxin Liao· 1 shared Jingyu Wang· 1 shared Qi Qi· 1 shared Zirui ZhuangiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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7 top collaborators · 21 mutual co-author links

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1 shared paperBioinformatics

Bo HeORCID

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1 paper

Recent·Most cited

From nucleotides to semantics: genomic representation learning via joint-embedding predictive architecture

Chengsen Wang, Qi Qi, Haifeng Sun, Zirui Zhuang, Bo He, Siying Liu, Jianxin Liao, Jingyu Wang

This paper introduces GenoJEPA, a genomic representation learning framework that improves efficiency and performance in downstream tasks by focusing on semantic alignment rather than nucleotide-level reconstruction.

bioRxiv · Apr 6, 2026 · PreprintBioinformatics