Language Models for the Simulation of Quantum Many-Body Systems

Prof. Dr. Juan Carrasquilla Alvarez – Associate Professor at D-PHYS, ETH Zurich


In this talk, I will discuss our work on using models inspired by natural language processing in the realm of quantum many-body physics. I will demonstrate their utility in solving ground states of quantum Hamiltonians, particularly for ground states of arrays of Rydberg atoms on the Kagome lattice.

Our results align with recent quantum Monte Carlo (QMC) simulations, indicating the absence of a spin liquid phase previously predicted by tensor networks. However, our results also suggest the absence of a spin-glass phase previously predicted via QMC simulations and instead support the existence of a highly frustrated paramagnetic phase.

These findings highlight the potential of using language models to explore Rydberg atom array physics on exotic lattices and beyond.


Recording

This talk will only be live-streamed but *not* recorded.