Derives transformer-like dual-filter inference layers from first-principles optimal control on nonlinear discrete and linear Gaussian sequence models.
Transformers as statisticians: Provable in-context learning with in-context algorithm selection.Advances in neural information processing systems, 36:57125–57211, 2023
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Transformer-like Inference from Optimal Control
Derives transformer-like dual-filter inference layers from first-principles optimal control on nonlinear discrete and linear Gaussian sequence models.