Emanuele Frontoni

Marche Polytechnic University

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Architecture Design (Transformers, SSMs, MoE) (1)Training Efficiency & Optimization (1)

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Stefano Mereu (1)Oleksandr Kuznetsov (1)Gabriele Marchello (1)Alessandro Galdelli (1)Ferdinando Cannella (1)

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Jun 23, 2026

Istituto Italiano di TecnologiaJun 23, 2026·also eCampus University, Karazin Kharkiv National University, Marche Polytechnic University, Università Politecnica delle Marche +1

Structural Kolmogorov-Arnold Convolutions: Learnable Function on the Values or the Filter Shape as Parameter-Efficient Alternative to Per-Edge Convolutional KANs

Learnable filter shapes in RF-KAN yield a performance boost that outstrips conventional convolutional approaches while slashing parameter counts by over 80%.

Stefano Mereu, Oleksandr Kuznetsov, Gabriele Marchello +3

Architecture Design (Transformers, SSMs, MoE)Training Efficiency & Optimization

Emanuele Frontoni

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Emanuele Frontoni

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