The survey taxonomy

Why is a visualization created, what does it show, and how does it present the data? These three dimensions organize the survey.

01 / Why

Usage & Purpose

Purpose describes the user goal a visualization serves. A work can support both learning and practical tasks.

LI

Learning & Interpretation

How can we understand quantum computing?

Visualizations that teach quantum concepts or offer researchers a new way to interpret them. This includes explanatory examples, educational interfaces, and visual representations for reasoning about quantum information.

Learning an algorithm · Interpreting a quantum state

Explore LI entries
PU

Productivity & Utility

How can we support quantum computing tasks?

Visualizations that support specific tasks in quantum computing workflows. They aim to reduce time or effort, or help users improve task outcomes, and usually assume familiarity with the task.

Debugging a circuit · Comparing quantum machines

Explore PU entries

02 / What

Quantum Computing Subjects

Subjects describe the objects and processes being visualized. The first three categories concern quantum computer implementation; algorithm development addresses algorithmic logic and problem solving.

QS

Qubits & States

Quantum information and its properties, including state vectors, density matrices, amplitudes, phases, measurement outcomes, and qubit-level operational metrics.

State structure, probability, and phase

Explore QS entries
GC

Gates & Circuits

How quantum operations transform information, including state transitions, circuit structure, circuit-level error correction, and operational metrics such as gate counts and fidelity.

Operations, transformations, and programs

Explore GC entries
MS

Machines & Systems

Quantum devices, supporting infrastructure, and their human interfaces. Subjects include connectivity, calibration, control, device characterization, and system behavior.

Hardware, calibration, and system interaction

Explore MS entries
AD

Algorithm Development

The conceptual logic and mathematical structure of quantum algorithms, including intermediate values during execution and graphical languages for reasoning about quantum computations.

Algorithmic steps and diagrammatic reasoning

Explore AD entries

03 / How

Visualization

Visualization describes how quantum computing subjects are shown. The survey uses two complementary perspectives: the visual form of a representation, and the strategies used to preserve, reduce, or organize different kinds of data.

Visual representations

Three axes describe the forms used in existing work.

Dimensionality
2D uses a plane. 3D uses depth, height, or layers. The 3D category includes 2.5D. Dimensionality describes the visual space, not the underlying data.
Customization
Standard charts retain familiar layouts and marks. Customized designs introduce quantum-specific layouts, metaphors, or glyphs.
Representation type
Within customized designs, types identify forms such as spheres, node-link diagrams, treemaps, or glyphs.

3D representations

Standard charts
3D bar charts
Customized forms
Spheres and 3D metaphors

2D representations

Standard charts
Bar charts, line charts, scatterplots, and heatmaps
Customized forms
Node-link diagrams, treemaps, and glyphs

Representations can be combined, for example by placing state glyphs on circuit diagrams. Customization describes quantum-specific form. The coding table’s Conventional and Advanced markers describe the use of established or tailored designs within each subject assignment.

Visualizations by data type

Computational and operational data cut across the subject categories and create different visualization challenges.

Computational data

States, state transitions, and circuit structures describe or arise from computation. Measurement outcomes and their distributions belong to the quantum-state category.

Quantum states

Single-qubit encodings show probability or amplitude magnitude, relative phase, and sometimes mixed-state purity. Multi-qubit state vectors grow exponentially with qubit count, motivating four scaling strategies.

Information Reduction
Select partial state information or project it into fewer dimensions, trading completeness for compact summaries.
Per-Qubit Composition
Arrange single-qubit views as small multiples. This scales linearly but omits joint relationships such as entanglement.
Relational Reformulation
Expose chosen relationships among qubits or basis states, including adjacency, correlations, or entangling structure.
Hierarchical Organization
Group basis terms or recursively subdivide the computational basis into treemap-like or fractal layouts.

These strategies trade completeness, scalability, and interpretability according to which state properties an analysis must preserve.

State transitions

Gate-driven evolution and inferred error propagation add changes to compare.

Temporal Composition
Arrange state snapshots across gate steps or overlay them on a circuit.
Flow Reformulation
Represent state changes as flows or links, exposing splitting, merging, or inferred error propagation.
Difference Encoding
Directly encode changes between adjacent states, reducing comparison effort.
Circuit structures

More qubits and gates require readable ordering and dependencies.

Structural Abstraction
Group gates, repeated patterns, or modules while retaining the circuit-diagram layout.
Dependency Reformulation
Use dependency graphs to expose ordering, parallelism, and critical paths.

Operational data

Hardware properties, calibration, topology, runtime behavior, derived circuit metrics, and algorithm evaluation describe the conditions and outcomes around computation. Established charts, topology views, and compact glyphs support monitoring and comparison across metrics, devices, versions, and execution conditions.

Find an intersection

Explore the coverage

Select a cell to explore entries with that purpose and subject.

69distinct gallery entries

Gallery entries by purpose and quantum computing subject
Purpose / SubjectQSQubits & StatesGCGates & CircuitsMSMachines & SystemsADAlgorithm Development
LILearning & Interpretation3432 research · 2 tools2119 research · 2 tools21 research · 1 tools1515 research · 0 tools
PUProductivity & Utility2110 research · 11 tools2912 research · 17 tools106 research · 4 tools42 research · 2 tools

Each cell counts distinct entries with both labels. Entries may appear in several cells, so cell counts do not add up to the collection total.

Publications and tools

All 69 entries

  • Square: Tailored / advanced
  • Triangle: Conventional
  • Circle: Quantum error correction (GC)

Markers apply per subject. QEC identifies a topic, and squares in LI and PU indicate purpose assignments.

Scroll to see all rows and columns.

Coding of 69 publications and tools in manuscript order
Publication / toolVenueYearQubits & States (QS)Gates & Circuits (GC)Machines & Systems (MS)Algorithm Development (AD)Learning & Interpretation (LI)Productivity & Utility (PU)
Research 50
Bloch SpherePhys. Rev.1946Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Characterization and visualization of the state and entanglement of two spinsEur. J. Phys.2001Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Decision Diagrams for QCASP-DAC2003Qubits & States: Advanced visualizationGates & Circuits: Advanced visualizationNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
Visualization of the Quantum Fourier Transform Using a Quantum Computer SimulatorQIP2003Not assignedNot assignedNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
ZX CalculusICALP2008Qubits & States: Advanced visualizationGates & Circuits: Advanced visualizationNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedProductivity & Utility: Assigned
Multiple-Qubit Quantum State VisualizationCLEO/IQEC2009Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
N -qubit states as points on the Bloch spherePhys. Scr.2010Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Fractal RepresentationICQNM & SysMea2011 & 2012Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Quantum Mechanics is IntuitiveAPS March Meeting2015Qubits & States: Advanced visualizationGates & Circuits: Conventional visualizationNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Triangle Geometry of the Qubit State in the Probability Representation Expressed in Terms of the Triada of Malevich’s SquaresJ. Russ. Laser Res.2017Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
QuaSimIEEE EIT2017Not assignedNot assignedNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
ShorVisICVRV2017Not assignedGates & Circuits: Conventional visualizationNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
QuFlowSciVis2018Not assignedGates & Circuits: Advanced visualizationNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Rainbow BoxesGRAPP2019Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
GraphStateVisIEEE QCE2021Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Notational Programming for Notebook Environments: A Case Study with Quantum CircuitsACM UIST2022Not assignedGates & Circuits: Advanced visualizationMachines & Systems: Advanced visualizationNot assignedLearning & Interpretation: AssignedProductivity & Utility: Assigned
Implementation and Viusalization of Quantum WalksIEEE QCE2022Not assignedNot assignedNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
Vector Field Visualization of Single-Qubit State TomographyIEEE QCE2022Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedProductivity & Utility: Assigned
qprofACM TQC2023Not assignedGates & Circuits: Advanced visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
QWalkVisIEEE QCE2023Not assignedNot assignedNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
QuantivineTVCG2023Not assignedGates & Circuits: Advanced visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
Advancing Comprehension of Quantum Application Outputs: A Visualization TechniqueQCCC2023Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
VACSENTVCG2023Qubits & States: Advanced visualizationGates & Circuits: Advanced visualizationMachines & Systems: Advanced visualizationNot assignedNot assignedProductivity & Utility: Assigned
VENUSCGF2023Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Visualizing entanglement in multiqubit systemsPhys. Rev. Res.2024Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Bridging the Quantum Education Gap: Hands-on Visualization Projects for Quantum Search AlgorithmIEEE QCE2024Qubits & States: Advanced visualizationGates & Circuits: Conventional visualizationNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
CircInspectIEEE QCE2024Not assignedGates & Circuits: Advanced visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
HammingVisGraph. Models2024Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedProductivity & Utility: Assigned
Interaction Techniques for User-Friendly Interfaces for Gate-Based Quantum ComputingIEEE QCE2024Qubits & States: Conventional visualizationGates & Circuits: Advanced visualizationMachines & Systems: Advanced visualizationNot assignedNot assignedProductivity & Utility: Assigned
QGroverIEEE QCE2024Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
QML PlaygroundIEEE CG&A2024Qubits & States: Advanced visualizationNot assignedNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
QNotationIEEE QCE2024Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
QuantumEyesTVCG2024Qubits & States: Advanced visualizationGates & Circuits: Advanced visualizationNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
QubiCSVSci. Rep.2024Not assignedNot assignedMachines & Systems: Advanced visualizationNot assignedNot assignedProductivity & Utility: Assigned
QVisIEEE QCE & ISVLSI2023 & 2024Qubits & States: Advanced visualizationGates & Circuits: Conventional visualizationMachines & Systems: Advanced visualizationNot assignedNot assignedProductivity & Utility: Assigned
Quantum Backtracking in Qrisp Applied to Sudoku ProblemsarXiv2024Qubits & States: Advanced visualizationNot assignedNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
VIOLETTVCG2024Qubits & States: Advanced visualizationGates & Circuits: Conventional visualizationNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
BEADSNew J. Phys.2025Qubits & States: Advanced visualizationGates & Circuits: Advanced visualizationNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
IntuitACM CHI2025Qubits & States: Advanced visualizationGates & Circuits: Advanced visualizationNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Toward Human-Quantum Computer Interaction: Interface Techniques for Usable Quantum ComputingACM CHI2025Qubits & States: Advanced visualizationGates & Circuits: Advanced visualizationMachines & Systems: Advanced visualizationNot assignedNot assignedProductivity & Utility: Assigned
MuqcsCraftACM TQC2025Qubits & States: Advanced visualizationGates & Circuits: Advanced visualizationNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
QCanvasIEEE QSW2025Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationNot assignedNot assignedLearning & Interpretation: AssignedProductivity & Utility: Assigned
Simulation and Visualization of Quantum Algorithms in Wolfram Mathematica: An Interactive Toolkit for Quantum Computing EducationIJAMRS2025Qubits & States: Advanced visualizationNot assignedNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
Quantum Image VisualizerarXiv2025Not assignedGates & Circuits: Conventional visualizationNot assignedAlgorithm Development: Advanced visualizationNot assignedProductivity & Utility: Assigned
QuRAFTTVCG2025Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
state-o-gramarXiv2025Qubits & States: Advanced visualizationGates & Circuits: Conventional visualizationNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
But what is quantum computing? (Grover's Algorithm)Venue not listed2025Qubits & States: Advanced visualizationNot assignedNot assignedAlgorithm Development: Advanced visualizationLearning & Interpretation: AssignedNot assigned
Visualising Quantum Product CodesarXiv2025Not assignedGates & Circuits: Quantum error correctionNot assignedNot assignedLearning & Interpretation: AssignedNot assigned
Visualization of Noisy and Less Noisy Computational Basis States in Quantum ComputingIEEE QSW2025Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedNot assignedProductivity & Utility: Assigned
XQAI-EyesTVCG2025Qubits & States: Advanced visualizationGates & Circuits: Advanced visualizationNot assignedNot assignedLearning & Interpretation: AssignedProductivity & Utility: Assigned
Industry tools 19
QuTiPCPC & Phys. Rep.2012Qubits & States: Advanced visualizationNot assignedNot assignedNot assignedLearning & Interpretation: AssignedProductivity & Utility: Assigned
pyQuilarXiv2016Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
CirqZenodo2018Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationMachines & Systems: Advanced visualizationNot assignedNot assignedProductivity & Utility: Assigned
BraketVenue not listed2020Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
qecsimPhD Thesis2020Not assignedGates & Circuits: Quantum error correctionNot assignedNot assignedNot assignedProductivity & Utility: Assigned
TKetQST2020Not assignedGates & Circuits: Advanced visualizationNot assignedAlgorithm Development: Advanced visualizationNot assignedProductivity & Utility: Assigned
QiboQST2021Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
StimQuantum2021Not assignedGates & Circuits: Quantum error correctionNot assignedNot assignedNot assignedProductivity & Utility: Assigned
PennyLanearXiv2022Not assignedGates & Circuits: Advanced visualizationNot assignedNot assignedLearning & Interpretation: AssignedProductivity & Utility: Assigned
qBraidZenodo2022Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
Cuda QDAC2023Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
Q#EPTCS2023Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationMachines & Systems: Advanced visualizationNot assignedNot assignedProductivity & Utility: Assigned
Quantum Code Visualizer & PanQECPRX Quantum2023Not assignedGates & Circuits: Quantum error correctionNot assignedNot assignedNot assignedProductivity & Utility: Assigned
BloqadeZenodo2024Qubits & States: Conventional visualizationGates & Circuits: Conventional visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
QadencearXiv2024Not assignedGates & Circuits: Conventional visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
QiskitarXiv2024Qubits & States: Advanced visualizationGates & Circuits: Advanced visualizationMachines & Systems: Advanced visualizationNot assignedLearning & Interpretation: AssignedProductivity & Utility: Assigned
QrisparXiv2024Qubits & States: Advanced visualizationGates & Circuits: Conventional visualizationNot assignedAlgorithm Development: Advanced visualizationNot assignedProductivity & Utility: Assigned
QualtranarXiv2024Not assignedGates & Circuits: Advanced visualizationNot assignedNot assignedNot assignedProductivity & Utility: Assigned
Triple AlphaVenue not listed2025Not assignedNot assignedMachines & Systems: Advanced visualizationNot assignedNot assignedProductivity & Utility: Assigned

For some entries, years indicate first public appearance, announcement, or release. Triple Alpha was reviewed only through its website because access was limited.