Two approaches to identifiability. Mathematical derivation (top) seeks to prove the existence of a unique parameter, analytically in expectation. Computational search (bottom, implemented in this ...
XAttention is a plug-and-play sparse attention framework for Transformers that speeds up long-context inference by up to 13.5× — without sacrificing accuracy. It introduces a lightweight metric based ...
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