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Giuseppe Carleo

As seen in: Nature, arXiv, Science Magazine, Physical Review B, Physical Review Letters, Comingsoon.it
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Articles

Precise Quantum Chemistry calculations with few Slater Determinants

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By Jannes Nys, Rocco Martinazzo, Giuseppe Carleo, Riccardo Rossi, Clemens Giuliani
| Nature Verified
References Heitler, W. & London, F. Wechselwirkung neutraler Atome und homöopolare Bindung nach der Quantenmechanik. Z. Phys. https://doi.org/10.1007/bf01397394 (1927). Coulson, C. & Fischer, I. XXXIV. Notes on the molecular orbital treatment of the hydrogen molecule. Lond. Edinb. Dublin Philos. Mag. J. Sci. https://doi.org/10.1080/14786444908521726 (1949). Goddard, W. A. Improved quantum theory of many-electron systems. I. Construction of Eigenfunctions of S2 which satisfy Pauli principle. Phys. Rev.
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Unusual Energy Spectra of Matrix Product States

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By Giuseppe Carleo, Steven White, J. Maxwell Silvester
| Physical Review B
In approximate ground states obtained from imaginary-time evolution, the spectrum of the state—its decomposition into exact energy eigenstates—falls off exponentially with the energy. Here we consider the energy spectra of approximate matrix product ground states, such as those obtained with the density matrix renormalization group.
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Spectroscopy of two-dimensional interacting lattice electrons using symmetry-aware neural backflow transformations - Communications Physics Original

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By Jannes Nys, Giuseppe Carleo, Imelda Romero
| Nature Verified
Abstract Neural networks have shown to be a powerful tool to represent the ground state of quantum many-body systems, including fermionic systems. However, efficiently integrating lattice symmetries into neural representations remains a significant challenge. In this work, we introduce a framework for embedding lattice symmetries in fermionic wavefunctions and demonstrate its ability to target both ground states and low-lying excitations.
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