Morning Edition · Wednesday, July 15, 2026Published at 1:32 AM EDT · New York
Semidirect Fourier Delta Attention adds phase-controlled memory and chunked kernels to the recurrent-state approach that trades long-context recall for fixed memory.

A new paper introduces Semidirect Fourier Delta Attention (SFDA), a linear-attention design aimed at the central weakness of the approach. Linear attention replaces softmax attention's key-value cache, which grows with sequence length, with…
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