Author

Changzhi Sun

East China Normal University

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Approach:diffusion model· 1 Assay:protein structure· 1 Research Focus:protein structure prediction· 1

Frequent Co-Authors

Baoli wang· 1 shared Chenglin WangiD· 1 shared Danlin Liu· 1 shared Honglin LiiD· 1 shared Jie ZhangiD· 1 shared Jingyang CheniD· 1 shared Kai ZhangiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

7 top collaborators · 21 mutual co-author links

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1 shared paperBioinformatics

Baoli wang

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1 paper

Recent·Most cited

Conditional Diffusion with Locality-Aware Modal Alignment for Generating Diverse Protein Conformational Ensembles

Baoli wang, Chenglin Wang, Jingyang Chen, Danlin Liu, Changzhi Sun, Jie Zhang, Kai Zhang, Honglin Li

This paper introduces Mac-Diff, a diffusion model that generates diverse protein conformations by aligning sequence and geometry views, showing improved recovery of conformational distributions and meta-stable states.

Nature Machine Intelligence · Feb 25, 2026Peer-reviewedBioinformatics