3 papers
hep-lat2026
Neural Wavefunctions in Quantum Field Theory I: Asymptotic Freedom
Paulo F. Bedaque, Hersh Kumar, Suryansh Rajawat +1
We present a variational approach to quantum field theory based on wavefunctions parameterized by neural networks. While variational methods have a celebrated history across many f…
nucl-th2025
Trapped Fermions Through Kolmogorov-Arnold Wavefunctions
Paulo F. Bedaque, Jacob Cigliano, Hersh Kumar +2
We investigate a variational Monte Carlo framework for trapped one-dimensional mixture of spin- fermions using Kolmogorov-Arnold networks (KANs) to construct universal…
nucl-th2025
Kolmogorov-Arnold Wavefunctions
Paulo F. Bedaque, Jacob Cigliano, Hersh Kumar +2
This work investigates Kolmogorov-Arnold network-based wavefunction ansatz as viable representations for quantum Monte Carlo simulations. Through systematic analysis of one-dimensi…