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cs.DC2026
Understanding and Reducing Metadata-Driven Host Overheads in Sampling-Based GNN Training
Yidong Gong, Saima Afrin, Yuchen Ma +3
Modern deep learning workloads increasingly exhibit dynamic, metadata-driven execution, where runtime-generated information determines memory provisioning and kernel launch decisio…
cs.DC2019★ 1 cited
PASTA: A Parallel Sparse Tensor Algorithm Benchmark Suite
Jiajia Li, Yuchen Ma, Xiaolong Wu +2
Tensor methods have gained increasingly attention from various applications, including machine learning, quantum chemistry, healthcare analytics, social network analysis, data mini…