Abstract: The latest hardware accelerators proposed for graph applications primarily focus on graph neural networks (GNNs) and graph mining. High-level graph reasoning tasks, such as graph ...

Abstract: Many graph-based algorithms in high performance computing (HPC) use approximate solutions due to having algorithms that are computationally expensive or serial in nature. Neural acceleration ...