Cubit replaces Transformer's attention with a closed-form Kernel Ridge Regression token mixer and reports larger gains as training sequence length increases.
Consistency of local linear regression estimator for mixtures with varying concentrations.Modern Stochastics: Theory and Applications, 11(3):359–372, 2024
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Cubit: Token Mixer with Kernel Ridge Regression
Cubit replaces Transformer's attention with a closed-form Kernel Ridge Regression token mixer and reports larger gains as training sequence length increases.