There are a few new techniques under review right now that try to get sub-quadratic attention. The most common one I hear about today is FlashAttention, which evolves the technique to increase the context window. Hyena out of Stanford’s Hazy lab explores convolutional approaches.
Sub-Quadratic Attention Techniques: FlashAttention and Hyena Advances
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