QHA represents order-k token interactions in O(log k) quantum circuit depth, with an expressivity separation from classical self-attention and empirical gains on high-order parity and application tasks at reduced parameter count.
Higher order transformers: Efficient attention mechanism for tensor structured data.arXiv preprint arXiv:2412.02919,
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Higher-Order Token Interactions via Quantum Attention
QHA represents order-k token interactions in O(log k) quantum circuit depth, with an expressivity separation from classical self-attention and empirical gains on high-order parity and application tasks at reduced parameter count.