Sai Akhil Varma Manthena

Scaling Fourier-Based Sparse Matrix Analysis on GPUs

Sparse computations are important workloads in applications such as scientific computing, graph neural networks (GNNs), and machine learning. While many sparse operations can benefit from modern GPUs, the sparsity pattern remains important to performance because it affects memory coalescing, block organization, and loa...