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Jaisidh Singh

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#machine learning Preprint Sep 2026

Complex KDA: Understanding and Enhancing the Expressivity of Kimi Delta Attention

Linear RNNs based on the delta-rule enable efficient sequence modeling, but their linear updates with a low-rank correction constrain their expressivity. Prior work has shown that composing two delta-rule transitions in a single recurrent update can model a 2D rotation, but this increases the rank and the cost of the u...

Julien Siems, Riccardo Grazzi, Korbinian Pöppel et al. · 0 citations

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