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stat.ML2025
Sinusoidal Approximation Theorem for Kolmogorov-Arnold Networks
Sergei Gleyzer, Hanh Nguyen, Dinesh P. Ramakrishnan +1
The Kolmogorov-Arnold representation theorem states that any continuous multivariable function can be exactly represented as a finite superposition of continuous single variable fu…
quant-ph2025
Probing Quantum Spin Systems with Kolmogorov-Arnold Neural Network Quantum States
Mahmud Ashraf Shamim, Eric A F Reinhardt, Talal Ahmed Chowdhury +2
Neural Quantum States (NQS) are a class of variational wave functions parametrized by neural networks (NNs) to study quantum many-body systems. In this work, we propose \texttt{Sin…