Optimizing design choices for neural quantum states
Neural quantum states are a new family of variational Ansätze for quantum-many body wave functions with advantageous properties in the notoriously challenging case of two spatial dimensions. Since their introduction, a wide variety of different network architectures have been employed to study para...
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Dokumenttyp: | Article (Journal) |
| Sprache: | Englisch |
| Veröffentlicht: |
9 May 202
|
| In: |
Physical review
Year: 2023, Jahrgang: 107, Heft: 19, Pages: 1-10 |
| ISSN: | 2469-9969 |
| DOI: | 10.1103/PhysRevB.107.195115 |
| Online-Zugang: | Verlag, lizenzpflichtig, Volltext: https://doi.org/10.1103/PhysRevB.107.195115 Verlag, lizenzpflichtig, Volltext: https://link.aps.org/doi/10.1103/PhysRevB.107.195115 
|
| Verfasserangaben: | Moritz Reh, Markus Schmitt, Martin Gärttner |
MARC
| LEADER | 00000caa a2200000 c 4500 | ||
|---|---|---|---|
| 001 | 1852451548 | ||
| 003 | DE-627 | ||
| 005 | 20240307073951.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 230712s2023 xx |||||o 00| ||eng c | ||
| 024 | 7 | |a 10.1103/PhysRevB.107.195115 |2 doi | |
| 035 | |a (DE-627)1852451548 | ||
| 035 | |a (DE-599)KXP1852451548 | ||
| 035 | |a (OCoLC)1425215049 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rda | ||
| 041 | |a eng | ||
| 084 | |a 29 |2 sdnb | ||
| 100 | 1 | |a Reh, Moritz |d 1995- |e VerfasserIn |0 (DE-588)1247844358 |0 (DE-627)1782431616 |4 aut | |
| 245 | 1 | 0 | |a Optimizing design choices for neural quantum states |c Moritz Reh, Markus Schmitt, Martin Gärttner |
| 264 | 1 | |c 9 May 202 | |
| 300 | |a 10 | ||
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a Computermedien |b c |2 rdamedia | ||
| 338 | |a Online-Ressource |b cr |2 rdacarrier | ||
| 500 | |a Gesehen am 12.07.2023 | ||
| 520 | |a Neural quantum states are a new family of variational Ansätze for quantum-many body wave functions with advantageous properties in the notoriously challenging case of two spatial dimensions. Since their introduction, a wide variety of different network architectures have been employed to study paradigmatic models in quantum many-body physics with a particular focus on quantum spin models. Nonetheless, many questions remain about the effect that the choice of architecture has on the performance on a given task. In this work, we present a unified comparison of a selection of popular network architectures and symmetrization schemes employed for ground-state searches of prototypical spin Hamiltonians, namely, the two-dimensional transverse-field Ising model and the J1−J2 model. In the presence of a nontrivial sign structure of the ground states, we find that the details of symmetrization crucially influence the performance. We describe this effect in detail and discuss its consequences, especially for autoregressive models, as their direct sampling procedure is not compatible with the symmetrization procedure that we found to be optimal. | ||
| 700 | 1 | |a Schmitt, Markus |e VerfasserIn |0 (DE-588)1268727962 |0 (DE-627)1817318586 |4 aut | |
| 700 | 1 | |a Gärttner, Martin |d 1985- |e VerfasserIn |0 (DE-588)1047469529 |0 (DE-627)778426076 |0 (DE-576)401083527 |4 aut | |
| 773 | 0 | 8 | |i Enthalten in |t Physical review |d Woodbury, NY : Inst., 2016 |g 107(2023), 19 vom: Mai, Artikel-ID 195115, Seite 1-10 |h Online-Ressource |w (DE-627)845696750 |w (DE-600)2844160-6 |w (DE-576)454495846 |x 2469-9969 |7 nnas |a Optimizing design choices for neural quantum states |
| 773 | 1 | 8 | |g volume:107 |g year:2023 |g number:19 |g month:05 |g elocationid:195115 |g pages:1-10 |g extent:10 |a Optimizing design choices for neural quantum states |
| 856 | 4 | 0 | |u https://doi.org/10.1103/PhysRevB.107.195115 |x Verlag |x Resolving-System |z lizenzpflichtig |3 Volltext |
| 856 | 4 | 0 | |u https://link.aps.org/doi/10.1103/PhysRevB.107.195115 |x Verlag |z lizenzpflichtig |3 Volltext |
| 951 | |a AR | ||
| 992 | |a 20230712 | ||
| 993 | |a Article | ||
| 994 | |a 2023 | ||
| 998 | |g 1047469529 |a Gärttner, Martin |m 1047469529:Gärttner, Martin |d 130000 |d 130200 |d 130000 |e 130000PG1047469529 |e 130200PG1047469529 |e 130000PG1047469529 |k 0/130000/ |k 1/130000/130200/ |k 0/130000/ |p 3 |y j | ||
| 998 | |g 1247844358 |a Reh, Moritz |m 1247844358:Reh, Moritz |d 130000 |d 130700 |e 130000PR1247844358 |e 130700PR1247844358 |k 0/130000/ |k 1/130000/130700/ |p 1 |x j | ||
| 999 | |a KXP-PPN1852451548 |e 4352816108 | ||
| BIB | |a Y | ||
| SER | |a journal | ||
| JSO | |a {"physDesc":[{"extent":"10 S."}],"id":{"doi":["10.1103/PhysRevB.107.195115"],"eki":["1852451548"]},"language":["eng"],"recId":"1852451548","person":[{"roleDisplay":"VerfasserIn","family":"Reh","display":"Reh, Moritz","role":"aut","given":"Moritz"},{"display":"Schmitt, Markus","family":"Schmitt","roleDisplay":"VerfasserIn","role":"aut","given":"Markus"},{"roleDisplay":"VerfasserIn","family":"Gärttner","display":"Gärttner, Martin","role":"aut","given":"Martin"}],"title":[{"title_sort":"Optimizing design choices for neural quantum states","title":"Optimizing design choices for neural quantum states"}],"note":["Gesehen am 12.07.2023"],"type":{"media":"Online-Ressource","bibl":"article-journal"},"origin":[{"dateIssuedDisp":"9 May 202","dateIssuedKey":"2023"}],"relHost":[{"name":{"displayForm":["publ. by The American Institute of Physics"]},"part":{"pages":"1-10","volume":"107","issue":"19","extent":"10","text":"107(2023), 19 vom: Mai, Artikel-ID 195115, Seite 1-10","year":"2023"},"corporate":[{"display":"American Institute of Physics","roleDisplay":"Herausgebendes Organ","role":"isb"},{"role":"isb","display":"American Physical Society","roleDisplay":"Herausgebendes Organ"}],"origin":[{"publisherPlace":"Woodbury, NY","dateIssuedKey":"2016","publisher":"Inst.","dateIssuedDisp":"2016-"}],"pubHistory":["Vol. 93, Iss. 1, January 2016-"],"disp":"Optimizing design choices for neural quantum statesPhysical review","title":[{"title":"Physical review","title_sort":"Physical review"}],"type":{"bibl":"periodical","media":"Online-Ressource"},"id":{"eki":["845696750"],"zdb":["2844160-6"],"issn":["2469-9969"]},"language":["eng"],"physDesc":[{"extent":"Online-Ressource"}],"recId":"845696750","titleAlt":[{"title":"Condensed matter and materials physics"}]}],"name":{"displayForm":["Moritz Reh, Markus Schmitt, Martin Gärttner"]}} | ||
| SRT | |a REHMORITZSOPTIMIZING9202 | ||