Clique Homology is $${{\mathsf{QMA}}}_{1}$$-hard
We address the long-standing question of the computational complexity of determining homology groups of simplicial complexes, a fundamental task in computational topology, posed by Kaibel and Pfetsch over twenty years ago. We show that decision problem is <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:msub><mml:mrow><mml:mi>QMA</mml:mi></mml:mrow> <mml:mrow><mml:mn>1</mml:mn></mml:mrow> </mml:msub> </mml:math> -hard and the exact counting version is <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>#</mml:mi> <mml:mi>BQP</mml:mi></mml:math> -hard. In fact, we strengthen this by showing that the problems remains hard in the case of clique complexes, a family of simplicial complexes specified by a graph which is relevant to the problem of topological data analysis. The proof combines a number of techniques from Hamiltonian complexity and algebraic topology. As we discuss, a version of the problems satisfying a suitable promise and certain constraints is contained in <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>QMA</mml:mi></mml:math> and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"><mml:mi>#</mml:mi> <mml:mi>BQP</mml:mi></mml:math> , respectively. This suggests that the seemingly classical problem may in fact be quantum mechanical. We discuss potential implications for the problem of quantum advantage in topological data analysis.
Authors
- Tamara Kohler (ORCID: https://orcid.org/0000-0002-7136-6267)
- Marcos Crichigno (ORCID: https://orcid.org/0000-0002-3981-228X)
Institutions
- Stanford Medicine (US)
- Institute of Mathematical Sciences (ES)
- Imperial College London (GB)
- Stanford University (US)
Publication Details
- Journal
- Nature Communications
- Published
- 2024-11-13
- DOI
- https://doi.org/10.1038/s41467-024-54118-z
- Citations
- 7
- Primary Topic
- Topological and Geometric Data Analysis
- Type
- article
- Field-Weighted Citation Impact
- 2.53
Funders
- Simons Foundation
- European Commission
- Ministerio de Ciencia e Innovación
- Engineering and Physical Sciences Research Council
- Science and Technology Facilities Council