Complexity-Theoretic Limitations on Quantum Algorithms for Topological Data Analysis

Quantum algorithms for topological data analysis (TDA) seem to provide an exponential advantage over the best classical approach while remaining immune to dequantization procedures and the data-loading problem. In this paper, we give complexity-theoretic evidence that the central task of TDA—estimat...

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Bibliographic Details
Main Authors: Alexander Schmidhuber, Seth Lloyd
Format: Article
Language:English
Published: American Physical Society 2023-12-01
Series:PRX Quantum
Online Access:http://doi.org/10.1103/PRXQuantum.4.040349