Cong Guo

Accelerating Sparse DNN Models without Hardware-Support via Tile-Wise Sparsity

2020

Network pruning can reduce the high computation cost of deep neural network (DNN) models. However, to maintain their accuracies, sparse models often carry randomly-distributed weights, leading to irregular computations. Consequently, sparse models cannot achieve meaningful …

Divide-and-conquer quantum algorithm for hybrid <i>de novo</i> genome assembly of short and long reads

2023 · bioRxiv (Cold Spring Harbor Laboratory)

Abstract Computational biology holds immense promise as a domain that can leverage quantum advantages due to its involvement in a wide range of challenging computational tasks. Researchers have recently explored the applications of quantum computing …