Aug 2026
Unimodal vs Multimodal Learning: A Systematic Evaluation of Fusion Strategies and Model Design for Molecular Property Prediction and Uncertainty Quantification
The results demonstrate that successful multimodal learning depends on the coordinated selection of complementary molecular representations, fusion strategy, and learning algorithm rather than simply increasing the number of integrated modalities.
J. Wasswa, G. W. Kajjumba, Bharath Ramsundar
· Journal of Chemical Informat... · 0 citations