Three Strongly Coupled Kerr Parametric Oscillators Forming a Boltzmann Machine

Coupled Kerr parametric oscillators (KPOs) are a promising resource for classical and quantum analog computation, for example to find the ground state of Ising Hamiltonians. Yet, the state space of strongly coupled KPO networks is very involved. As such, their phase diagram sometimes features either too few or too many states, including some that cannot be mapped to Ising spin configurations. This complexity makes it challenging to find and meet the conditions under which an analog optimization algorithm can be successful. Here, we demonstrate how to use three strongly coupled KPOs as a simulator for an Ising Hamiltonian, and estimate its ground state using a Boltzmann sampling measurement. While fully classical, our Letter is directly relevant for quantum systems operating on coherent states.

Authors

Institutions

Publication Details

Journal
Physical Review Letters
Published
2025-08-26
DOI
https://doi.org/10.1103/npp4-b1xb
Citations
1
Primary Topic
Neural Networks and Reservoir Computing
Type
article
Field-Weighted Citation Impact
2.48

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Three Strongly Coupled Kerr Parametric Oscillators Forming a Boltzmann Machine

Alexander Eichler, Oded Zilberberg, Gabriel Margiani, Orjan Ameye
1 citations
Physical Review Letters
Neural Networks and Reservoir Computing
2.48
article

Three Strongly Coupled Kerr Parametric Oscillators Forming a Boltzmann Machine

Alexander Eichler, Oded Zilberberg, Gabriel Margiani, Orjan Ameye
article en
1 citations

Abstract

Coupled Kerr parametric oscillators (KPOs) are a promising resource for classical and quantum analog computation, for example to find the ground state of Ising Hamiltonians. Yet, the state space of strongly coupled KPO networks is very involved. As such, their phase diagram sometimes features either too few or too many states, including some that cannot be mapped to Ising spin configurations. This complexity makes it challenging to find and meet the conditions under which an analog optimization algorithm can be successful. Here, we demonstrate how to use three strongly coupled KPOs as a simulator for an Ising Hamiltonian, and estimate its ground state using a Boltzmann sampling measurement. While fully classical, our Letter is directly relevant for quantum systems operating on coherent states.

Physical Review LettersVol. 135(9)
University of Konstanz (DE), ETH Zurich (CH)
Deutsche Forschungsgemeinschaft, Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
Affordable and clean energy
Openalex Percentile: Top 9%
Neural Networks and Reservoir Computing
2.48
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Three Strongly Coupled Kerr Parametric Oscillators Forming a Boltzmann Machine — Alexander Eichler, Oded Zilberberg, et al. · Physical Review Letters (2025) | TGRS Research Map | TGRS