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

Author

Shuibing He

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Nov 2026

SIFMap: Parallel CNN Inference Using Sub-Input-Feature Maps in PIM

Processing-in-memory (PIM) accelerators perform in-situ dot-product operations between input feature maps (IFMs) and convolutional neural network (CNN) weights to accelerate inference. The efficiency of these computations is heavily influenced by the weight mapping strategy. However, existing approaches often adopt IFM...

Tong Wu, Shui-Bing He, Wei-Jian Chen et al. · 0 citations
Open access Jul 2026

High-Performance Graph Processing on NVMe SSDs via Chunk-Based Representation and Access

This paper introduces a novel chunk-based graph representation model, featuring classified and hierarchical vertex storage and chunk layout optimization, to improve I/O utilization and presents a latency-optimized access mechanism featuring user-space asynchronous I/O execution and hotness-aware chunk caching managemen...

Rui Wang, Weixu Zong, Shuibing He et al. · 0 citations

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