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The Complexity of Approximating complex-valued Ising and Tutte partition functions

Published: 01 December 2017 Publication History

Abstract

We study the complexity of approximately evaluating the Ising and Tutte partition functions with complex parameters. Our results are partly motivated by the study of the quantum complexity classes BQP and IQP. Recent results show how to encode quantum computations as evaluations of classical partition functions. These results rely on interesting and deep results about quantum computation in order to obtain hardness results about the difficulty in (classically) evaluating the partition functions for certain fixed parameters.
The motivation for this paper is to study more comprehensively the complexity of (classically) approximating the Ising and Tutte partition functions with complex parameters. Partition functions are combinatorial in nature, and quantifying their approximation complexity does not require a detailed understanding of quantum computation. Using combinatorial arguments, we give the first full classification of the complexity of multiplicatively approximating the norm and additively approximating the argument of the Ising partition function for complex edge interactions (as well as of approximating the partition function according to a natural complex metric). We also study the norm approximation problem in the presence of external fields, for which we give a complete dichotomy when the parameters are roots of unity. Previous results were known just for a few such points, and we strengthen these results from BQP-hardness to #P-hardness. Moreover, we show that computing the sign of the Tutte polynomial is #P-hard at certain points related to the simulation of BQP. Using our classifications, we then revisit the connections to quantum computation, drawing conclusions that are a little different from (and incomparable to) ones in the quantum literature, but along similar lines.

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  • (2021)Lee-yang zeros and the complexity of the ferromagnetic ising model on bounded-degree graphsProceedings of the Thirty-Second Annual ACM-SIAM Symposium on Discrete Algorithms10.5555/3458064.3458155(1508-1519)Online publication date: 10-Jan-2021
  • (2021)The Complexity of Approximating the Matching Polynomial in the Complex PlaneACM Transactions on Computation Theory10.1145/344864513:2(1-37)Online publication date: 19-Apr-2021
  • (2018)Inapproximability of the independent set polynomial in the complex planeProceedings of the 50th Annual ACM SIGACT Symposium on Theory of Computing10.1145/3188745.3188788(1234-1240)Online publication date: 20-Jun-2018
  1. The Complexity of Approximating complex-valued Ising and Tutte partition functions

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    cover image Computational Complexity
    Computational Complexity  Volume 26, Issue 4
    December 2017
    226 pages

    Publisher

    Birkhauser Verlag

    Switzerland

    Publication History

    Published: 01 December 2017

    Author Tags

    1. 68Q17 Computational difficulty of problems
    2. Approximate Counting
    3. Counting Complexity
    4. Ising model
    5. Tutte polynomial

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    View all
    • (2021)Lee-yang zeros and the complexity of the ferromagnetic ising model on bounded-degree graphsProceedings of the Thirty-Second Annual ACM-SIAM Symposium on Discrete Algorithms10.5555/3458064.3458155(1508-1519)Online publication date: 10-Jan-2021
    • (2021)The Complexity of Approximating the Matching Polynomial in the Complex PlaneACM Transactions on Computation Theory10.1145/344864513:2(1-37)Online publication date: 19-Apr-2021
    • (2018)Inapproximability of the independent set polynomial in the complex planeProceedings of the 50th Annual ACM SIGACT Symposium on Theory of Computing10.1145/3188745.3188788(1234-1240)Online publication date: 20-Jun-2018

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