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

Author

Qing-Xiao Sun

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Book Open access Sep 2026

MAGSAT: Memory-Access-Guided Fusion and Shape-Adaptive Auto-Tuning for Dynamic Tensor Programs

Dynamic tensor programs are increasingly common in deep learning. Existing libraries and compilers provide or generate highly optimized kernels, but their decisions are often tied to fixed operator patterns or concrete shapes. Dynamic-shape systems reduce tuning overhead, yet they typically optimize individual operator...

Hao-Dong Deng, Jia-Nuo Sheng, Wen-Hao Dai et al. · 0 citations
Book Open access Jul 2026

Optimizing Streaming Tensor Decomposition on GPU

ASTRA is a framework that optimizes the holistic streaming CPD process on GPU that integrates the memory pool and asynchronous strategy with compact storage format to reduce idle cycles and execution latency and devises a similarity-aware updating mechanism to reduce the overall workload.

Wenqing Lin, Jianuo Sheng, Shuqin Feng et al. · 0 citations

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