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Author

Joseph Melber

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#machine learning Preprint Sep 2026

Programming AMD XDNA NPUs with Open-source Compiler Tools: A FlashAttention Case Study

This work compares four reference designs on XDNA 1 and XDNA 2: one runs each operator separately, two stream between operators on chip, and one fuses all three attention stages into a single kernel, which covers twelve LLM configurations, from BERT to DeepSeek, up to 128K tokens.

Erwei Wang, Ephrem C. Wu, V. J. Jung et al. · 0 citations
May 2026

STEEL: Sparsity-Aware Fused Attention for Energy-Efficient Long-Sequence Inference on AMD’s XDNA™ NPU

THE growing integration of Transformer-based artificial intelligence (AI) agents into core operating system functions is a key driver in modern laptop systems-on-chip (SoCs) design. While enabling powerful capabilities, their inference incurs significant compute and data-movement overhead, making them highly energy-int...

V. J. Jung, Gagandeep Singh, Joseph Melber et al. · 0 citations

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