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cs.DS2024
BYO: A Unified Framework for Benchmarking Large-Scale Graph Containers
Brian Wheatman, Xiaojun Dong, Zheqi Shen +4
A fundamental building block in any graph algorithm is a graph container - a data structure used to represent the graph. Ideally, a graph container enables efficient access to the…
cs.DS2024
Masked Matrix Multiplication for Emergent Sparsity
Brian Wheatman, Meghana Madhyastha, Randal Burns
Artificial intelligence workloads, especially transformer models, exhibit emergent sparsity in which computations perform selective sparse access to dense data. The workloads are i…