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

Binarizing a polynomial Kolmogorov--Arnold Network (KAN) not only changes parameter precision, but also alters the function space available to each layer. When activations are restricted to ${-1,+1}$, all even powers reduce to $1$ and all odd powers reduce to $x$, causing the elementwise polynomial basis to collapse to...

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