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VOL. I·NO. 01
TUESDAY, SEPTEMBER 22, 2026
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  1. 001Hacker NewsSEP · 22English

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

    This paper introduces Complex KDA (CKDA), an enhancement to Kimi Delta Attention that improves the expressivity of linear RNNs while maintaining efficiency. By extending parameter ranges and combining delta-rule transformations with channel-wise gating, CKDA can model 2D rotations and track finite groups, achieving competitive performance on length extrapolation and language modeling tasks compared to Transformers and other linear RNNs.

    By Siems; Julien; Grazzi; Riccardo; Pöppel; Korbinian; Singh; Jaisidh; Zela; Arber; Carstensen; Timur; Jitsev; Jenia; Hutter; Frank; Cevher; Volkan; Orvieto; Antonio; Klein; Aaron