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OctSurf: Efficient hierarchical voxel-based molecular surface representation for protein-ligand affinity prediction

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Voxel-based 3D convolutional neural networks (CNNs) have been applied to predict protein-ligand binding affinity. However, the memory usage and computation cost of these voxel-based approaches increase cubically with respect to spatial resolution and sometimes... ...