self-attention
Latest stories covering self-attention, with summaries and links to related coverage.
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Attention at Constant Cost per Token via Symmetry-Aware Taylor Approximation
2 min read
Self-attention mechanisms in Transformers typically incur costs that increase with context length, leading to higher demands for storage, compute, and energy. A new method using symmetry-aware Taylor approximation aims to maintain constant cost per token for self-attention, potentially alleviating these resource demands.