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

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Wenbin Jia

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Book Open access Aug 2026

H3-Attn: Attention-Efficient 3D DRAM PNM Processor with Hybrid Head Parallelism and Hierarchical SFU

H3-Attn is proposed, an Attention-efficient 3D DRAM PNM processor for low-batch LLM inference that features a hybrid head parallelism for Attention processing, whereby various optimized Attention mechanisms with spatial tiled FlashAttention can be flexibly enabled with fully leveraged 3D DRAM PNM bandwidth.

Yaolei Li, Wenbin Jia, Zhanchen Zhao et al. · 0 citations

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