ENTITY Nadaraya-Watson estimation

Nadaraya-Watson estimation

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RESEARCH · CL_41744 · May 18 · 23:43

New theory frames multi-head attention as ensemble regression

Researchers have developed a statistical theory that frames multi-head attention (MHA) as an ensemble of Nadaraya-Watson kernel regression estimators. This framework reveals that variance reduction in MHA is fundamental…

New theory frames multi-head attention as ensemble regression