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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xianghao Xu

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Nov 2026

I/O-Efficient Graph Analytics on SSD via Activity-Aware Preprocessing

SSD-based graph processing systems provide a cost-efficient solution for handling ever-growing large graphs that cannot fit into the memory of a single machine. However, the mismatch between the coarse SSD access granularity (e.g., 4 KB) and the fine-grained graph vertex data causes severe read amplification and poor I...

Xiang-Hao Xu, Yu-Cheng Zhang, Jun-Long Zhou et al. · 0 citations
Review Open access Aug 2026

A Survey of Large-Scale Out-of-Core Graph Processing

This survey will help researchers better understand and gain useful insights into the large and complex design space of out-of-core graph processing, including graph preprocessing, graph algorithm execution, utilization of emerging storage devices, and miscellaneous optimizations.

Xiang-Hao Xu, Fang Wang, Yong-Li Cheng et al. · 0 citations

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