Rethinking Graph Representation Space for GNN-to-MLP Distillation: VQGraph Study
The author proposes VQGRAPH as a novel approach to enhance GNN-to-MLP distillation by creating a powerful graph representation space through structure-aware tokenization. This method significantly improves performance and inference speed compared to traditional approaches.