Author

Kazi Ahmed Asif Fuad

American International University-Bangladesh

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Preprint Aug 2026

BiKAN: Restoring Collapsed Basis of Binary Kolmogorov--Arnold Networks

This proposed BiKAN addresses this critical issue by augmenting each binary KAN layer with selected degree-2 Walsh characters, and restores explicit pairwise coordinates without learned routing or multiplier-based feature generation.

Kazi Ahmed Asif Fuad, Lizhong Chen · 0 citations

Preprint Aug 2026

SparseKAN: Compressing Kolmogorov--Arnold Networks Across Basis Functions, Neurons, and Bits

SparseKAN is presented, a unified approach that compresses KANs along three complementary axes: basis functions, neurons/channels, and numerical precision, and demonstrates that SparseKAN converts functional redundancy into measurable software and hardware efficiency.

Kazi Ahmed Asif Fuad, Lizhong Chen · 0 citations