Single-layer linear self-attention can represent, train on, and length-generalize pairwise interaction functions under data-versatility and exact-realizability assumptions, and the paper introduces higher-order HyperAttention modules.
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A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization
Single-layer linear self-attention can represent, train on, and length-generalize pairwise interaction functions under data-versatility and exact-realizability assumptions, and the paper introduces higher-order HyperAttention modules.