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Beyond symbolic algebra with quantum picturalism

Dündar-Coecke, S., Yeh, L., Pothos, E. ORCID: 0000-0003-1919-387X , Waseem, M. H. & Coecke, B. (2026). Beyond symbolic algebra with quantum picturalism. Frontiers in Cognition, 5, article number 1790789. doi: 10.3389/fcogn.2026.1790789

Abstract

The more advanced the symbolic mathematics, the more impenetrable the meaning. This is particularly evident in quantum theory, where symbolic formalisms foreground states and objects. An alternative diagrammatic approach, Quantum Picturalism (QPic), privileges structure, relation, and transformation. As a category theoretic formalism, it supports reasoning through the composition of visually represented quantum processes, a distinction that not only concerns representation but also shapes how quantum phenomena are conceptualized, opening new educational possibilities and ways of knowing. The choice of formalism—algebraic or diagrammatic—is not neutral, but embodies underlying ontological commitments that shape which structural features of quantum phenomena—such as states vs. relations; objects vs. transformations—are made accessible. This paper examines the epistemological, cognitive, and educational significance of non-symbolic thought in mathematics, and in quantum mechanics in particular, using QPic as a guiding example. We raise a central question: can quantum processes be represented in ways that align more naturally with human cognition? What is new here is showing how the epistemological and cognitive aspects of non-symbolic formalism are brought into pedagogical practice. Such paradigm largely benefits from the
language of thought
hypothesis alongside theories of embodied cognition, dual coding, and conceptual metaphor theory to articulate a holistic framework in which multiple, interacting conceptual systems underpin understanding. Drawing on historical precedents—from Euclidean geometry to Leibniz's universal calculus of thought—we contend that human intuition works more naturally within relational and visual frameworks, particularly those that help complex ideas to be seen and manipulated as structured wholes. The broader impact of this paradigm lies in democratizing access to quantum innovation and rethinking what it means to
understand
the quantum world, offering an inclusive entry point into it.

Publication Type: Article
Additional Information: © 2026 Dündar-Coecke, Yeh, Pothos, Waseem and Coecke. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
Publisher Keywords: cognition, diagrammatic formalisms, education, epistemology, mathematics, Quantum Picturalism, quantum education, quantum theory
Subjects: Q Science > QA Mathematics
Departments: School of Health & Medical Sciences
School of Health & Medical Sciences > Department of Psychology & Neuroscience
SWORD Depositor:
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