ArticleScience advances2019
Experimental investigation of performance differences between coherent Ising machines and a quantum annealer.
Article in Science advances, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 54 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
54 citing papers in PubMed.
- Optical Ising machine.National science review · 2026Article
- Integrated Neuromorphic Photonic Computing for AI Acceleration: Emerging Devices, Network Architectures, and Future Paradigms.Advanced materials (Deerfield Beach, Fla.) · 2026Review
- Controlled analog Ising machine: An accelerated and accuracy-enhanced intelligent solver for edge computing.Innovation (Cambridge (Mass.)) · 2026Review
- Quantum Computing for Optimal Dispatch of Virtual Power Plants Under Wind and Solar Uncertainty.Entropy (Basel, Switzerland) · 2026Article
- A parallel magnetic tunnel junction-based probabilistic Ising processor for efficient quadratic optimization.Nature communications · 2026Article
- Scalable Ising machine composed entirely of Si transistors.Science advances · 2026Article
- Accelerating a coherent Ising machine by XY-Ising spin transition.Scientific reports · 2026Article
- A versatile large-scale coherent Ising machine from microwave to visible and telecom wavelength bands.Light, science & applications · 2026Article
- Coherent Ising machine based on polarization symmetry breaking in a driven Kerr resonator.Nature communications · 2026Article
- A versatile coherent Ising computing platform.Light, science & applications · 2026Article
- Quantum-Inspired Fast Algorithm and Circuit Realization for Constrained Combinatorial Optimization Problem.Research (Washington, D.C.) · 2026Article
- Programmable optoelectronic Ising machine for optimization of real-world problems.Light, science & applications · 2026Article
- Article
- Efficient optimization accelerator framework for multi-state spin Ising problems.Nature communications · 2025Article
- Quantum Computing for Transport Network Optimization.Entropy (Basel, Switzerland) · 2025Article
- Benchmarking a heuristic Floquet adiabatic algorithm for the Max-Cut problem.Scientific reports · 2025Article
- Next-generation graph computing with electric current-based and quantum-inspired approaches.Nature communications · 2025Review
- Adiabatic Energetic Annealing via Dual Single-Pixel Detection in an Optical Nonlinear Ising Machine.ACS photonics · 2025Article
- Monolithic 3D Oscillatory Ising Machine Using Reconfigurable FeFET Routing for Large-Scalability and Low-Power Consumption.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- ON-OFF neuromorphic ISING machines using Fowler-Nordheim annealers.Nature communications · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
23 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Physical annealing systems provide heuristic approaches to solving combinatorial optimization problems. Here, we benchmark two types of annealing machines-a quantum annealer built by D-Wave Systems and measurement-feedback coherent Ising machines (CIMs) based on optical parametric oscillators-on two problem classes, the Sherrington-Kirkpatrick (SK) model and MAX-CUT. The D-Wave quantum annealer outperforms the CIMs on MAX-CUT on cubic graphs. On denser problems, however, we observe an exponential penalty for the quantum annealer [exp(-α
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.