Author

Ruo-Yuan Wang

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Preprint Jul 2026

Multimodal Molecular Representation Learning with Graph Neural Networks, Deep&Cross Networks, and SMILES Embeddings

This work introduces a parameter-efficient Tri-Branch Modular Fusion Neural Network that synthesizes three orthogonal modalities: 3D spatial geometry, discrete topological grammar, and explicit macroscopic physicochemical descriptors that offers a highly efficient alternative to brute-force parameter scaling.

Qiwei Han, Chi Zhou, Ruo-Yuan Wang et al. · 0 citations