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Faster Than Flash: Exploiting Attention Sparsity for Efficient Long-Context Decoding

Liu, Zhigeng et al.
arXiv (All) · Papers
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artificial-intelligencei-2-7machine-learning
The development of long-context Large Language Models (LLMs) is constrained by the memory bandwidth bottleneck and quadratic complexity of the attention mechanism during decoding. To overcome the inherent trade-offs between the memory overhead of metadata-based metrics and the computational ineffici
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