Design sample

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Quantum algorithms

Algorithms sized for noisy hardware, with honest error bars.

Ry θ1Ry θ5Ry θ2Ry θ6Ry θ3Ry θ7Ry θ4Ry θ8 exact iterationenergy
Illustrative figure drawn for this sample — not measured data.

The question

What can a noisy chip with a few dozen qubits compute reliably today?

We count every shot. Each method is tested against exact answers on simulators first, then on hardware, so that we can say how much of a result is physics and how much is noise.

Methods, tools and data

AlgorithmsVariational eigensolvers, QAOA, Trotter simulation
TechniquesMeasurement grouping, classical shadows, error mitigation
TargetsSmall molecules, frustrated spin models, scheduling problems
TeachingCircuit Lab exercises for the undergraduate course

Representative papers

  1. 23

    “Shot-frugal variational eigensolvers with measurement grouping for small molecules”

    E. Nam, M. Kwon, Y. Seo*

    Proc. International Symposium on Quantum Architectures (ISQA), pp. 88–95, 2026

    Int’l ConferenceAlgorithms

    LINK 23PDF 23

  2. 18

    “Pulse-level calibration of cross-resonance gates with Bayesian experiment design”

    D. Han, H. Cho, R. Iyer, Y. Seo*

    Quantum Device Letters, Vol. 13, 081104, 2025

    Int’l JournalDevicesAlgorithms

    LINK 18

  3. 17

    “Error-mitigated Trotter simulation of a frustrated spin ladder on twelve qubits”

    M. Kwon*, E. Nam, A. Novak

    Journal of Applied Quantum Engineering, Vol. 7, No. 3, pp. 145–160, 2025

    Int’l JournalAlgorithms

    LINK 17PDF 17

People on this topic

  • Minji KwonPostdoctoral Researcher · Error-mitigated quantum simulation
  • Eunseo NamPh.D. Student · Variational eigensolvers for chemistry
  • Boram MoonM.S. Student · Ground-state energy benchmarks
  • Arin SongM.S. Student · QAOA depth and performance
  • Rina ShinUndergraduate Researcher · Circuit Lab teaching tool

Other topics