Author

Zihe Liu

Qingdao University of Science and TechnologyORCID 0009-0008-9556-0487Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

Click to filter author papers

Bioinformatics· 1

Signature Assays, Organisms & Methods

Click to filter · or open tag

Research Focus:benchmarking· 1 Approach:contrastive learning· 1 Approach:deep learning· 1 Approach:large language model· 1

Frequent Co-Authors

Bin YuiD· 1 shared Xin GaoiD· 1 shared Zhonghan WuiD· 1 shared Zhuo CheniD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

4 top collaborators · 6 mutual co-author links

Click any collaborator node to inspect or filter shared papers

Focal author (center)Selected co-authorORCID co-authorUnlinked name

Curved chords = mutual co-authorship

1 shared paperBioinformatics

Bin YuORCID

Mutual co-authors in cluster

Author profile →

1 paper

Recent·Most cited

BioinformaticsbioRxivPreprintAug 2, 2026

PG-MLD: Physics-Guided Molecular Representation Learning via Dynamic 3D Trajectory Distillation

Zihe Liu, Zhonghan Wu, Zhuo Chen…·Bin Yu

PG-MLD transfers dynamic 3D physical knowledge to SMILES-based molecular models, improving property prediction without requiring 3D conformer generation.

DOI 10.64898/2026.07.29.741404

deep learningcontrastive learning

𝕏 PostBluesky