Kindergarden quantum mechanics graduates (...or how I learned to stop gluing LEGO together and love the ZX-calculus)
Not on the map. Why?
Abstract (arXiv)
This paper is a `spiritual child' of the 2005 lecture notes Kindergarten Quantum Mechanics, which showed how a simple, pictorial extension of Dirac notation allowed several quantum features to be easily expressed and derived, using language even a kindergartner can understand. Central to that approach was the use of pictures and pictorial transformation rules to understand and derive features of quantum theory and computation. However, this approach left many wondering `where's the beef?' In other words, was this new approach capable of producing new results, or was it simply an aesthetically pleasing way to restate stuff we already know? The aim of this sequel paper is to say `here's the beef!', and highlight some of the major results of the approach advocated in Kindergarten Quantum Mechanics, and how they are being applied to tackle practical problems on real quantum computers. We will focus mainly on what has become the Swiss army knife of the pictorial formalism: the ZX-calculus. First we look at some of the ideas behind the ZX-calculus, comparing and contrasting it with the usual quantum circuit formalism. We then survey results from the past 2 years falling into three categories: (1) completeness of the rules of the ZX-calculus, (2) state-of-the-art quantum circuit optimisation results in commercial and open-source quantum compilers relying on ZX, and (3) the use of ZX in translating real-world stuff like natural language into quantum circuits that can be run on today's (very limited) quantum hardware. We also take the title literally, and outline an ongoing experiment aiming to show that ZX-calculus enables children to do cutting-edge quantum computing stuff. If anything, this would truly confirm that `kindergarten quantum mechanics' wasn't just a joke.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 28 of its 119 references that are in the map. First posted on arXiv 22 Feb 2021.
Builds on
28 of 119 references.
References · 28
- 2020Foundations for Near-Term Quantum Natural Language Processingcited by 51
- 2020Quantum Natural Language Processing on Near-Term Quantum Computerscited by 39
- 2021Analyzing the barren plateau phenomenon in training quantum neural networks with the ZX-calculuscited by 30
- 2014The Frobenius anatomy of word meanings I: subject and object relative pronounscited by 24
- 2016Quantum Algorithms for Compositional Natural Language Processingcited by 24
- 2019Graph-theoretic Simplification of Quantum Circuits with the ZX-calculuscited by 20
- 2014A Study of Entanglement in a Categorical Framework of Natural Languagecited by 10
- 2014Interacting Hopf Algebrascited by 5
- 2020Integrated Information in Process Theoriescited by 5
- 2020Diagrammatic Design and Study of Ans"atze for Quantum Machine Learningcited by 5
- 2015A Diagrammatic Axiomatisation for Qubit Entanglementcited by 4
- 2017The ZX calculus is a language for surface code lattice surgerycited by 4
16 more
- 2020A Compositional Model of Consciousness based on Consciousness-Onlycited by 4
- 2017A categorical semantics for causal structurecited by 3
- 2015Quantomatic: A Proof Assistant for Diagrammatic Reasoningcited by 2
- 2017Generalised Mermin-type non-locality argumentscited by 2
- 2017A universal completion of the ZX-calculuscited by 2
- 2020String Diagram Rewrite Theory I: Rewriting with Frobenius Structurecited by 2
- 2013Pivoting makes the ZX-calculus complete for real stabilizerscited by 1
- 2014The ZX-calculus is incomplete for quantum mechanicscited by 1
- 2016Interacting Frobenius Algebras are Hopfcited by 1
- 2016Interacting Conceptual Spacescited by 1
- 2016A Finite Presentation of CNOT-Dihedral Operatorscited by 1
- 2017The algebra of entanglement and the geometry of compositioncited by 1
- 2017Towards a Minimal Stabilizer ZX-calculuscited by 1
- 2018A ZX-Calculus with Triangles for Toffoli-Hadamard, Clifford+T, and Beyondcited by 1
- 2020Contextual Equivalence for Signal Flow Graphscited by 1
- 2020Giving Operational Meaning to the Superposition of Causal Orderscited by 1
Built on by
Citing papers per year: 2021: 2; 2022: 1; 2023: 0; 2024: 0; 2025: 1.
4 papers.
- 2021Compositionality as we see it, everywhere around uscited by 11
- 2022Differentiating and Integrating ZX Diagrams with Applications to Quantum Machine Learningcited by 1
- 2021Representing and Implementing Matrices Using Algebraic ZX-calculuscited by 0
- 2025Quantum Concept Music Score from Quantum Picturalism: Musical Incarnation of a Bell-Pair under Measurementscited by 0
- 2025Quantum Concept Music Score from Quantum Picturalism: Musical Incarnation of a Bell-Pair under Measurements6 Oct 2025
- 2022Differentiating and Integrating ZX Diagrams with Applications to Quantum Machine Learning31 Jan 2022
- 2021Representing and Implementing Matrices Using Algebraic ZX-calculus13 Oct 2021
- 2021Compositionality as we see it, everywhere around us11 Oct 2021