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Xiangxiang Zeng

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Jul 2026

A Multi-Modal Cyclic Peptide Representation Learning Framework for Membrane Permeability Prediction.

MultiMol is a multimodal framework that integrates SMILES sequences, molecular images, molecular graphs, and 3D conformations through tailored pre-training tasks and a scalable fusion mechanism, and consistently outperforms existing methods in cyclic peptide permeability prediction.

Haowen Chen, Xiuxiu Chao, Weihao Ou et al. · 0 citations