GraphACT: Accelerating GCN Training on CPU-FPGA Heterogeneous Platforms

Hanqing Zeng, Viktor Prasanna

Graph Convolutional Networks (GCNs) have emerged as the state-of-the-art deep learning model for representation learning on graphs. It is challenging to accelerate training of GCNs…