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By allowing coherent evolution of quantum systems and entanglement across multiple probes, the precision of estimating a fully connected <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mi>k<\/mml:mi><\/mml:math>-body interaction can scale up to <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mo stretchy=\"false\">(<\/mml:mo><mml:msup><mml:mi>n<\/mml:mi><mml:mi>k<\/mml:mi><\/mml:msup><mml:mi>t<\/mml:mi><mml:msup><mml:mo stretchy=\"false\">)<\/mml:mo><mml:mrow class=\"MJX-TeXAtom-ORD\"><mml:mo>&amp;#x2212;<\/mml:mo><mml:mn>1<\/mml:mn><\/mml:mrow><\/mml:msup><\/mml:math>, where <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mi>n<\/mml:mi><\/mml:math> is the number of probes and <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mi>t<\/mml:mi><\/mml:math> is the probing time. However, the optimal scaling may no longer be achievable under quantum noise, and it is important to apply quantum error correction in order to recover this limit. In this work, we study the performance of stabilizer quantum error correcting codes in estimating many-body Hamiltonians under noise. When estimating a fully connected <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mi>Z<\/mml:mi><mml:mi>Z<\/mml:mi><mml:mi>Z<\/mml:mi><\/mml:math> interaction under single-qubit noise, we showcase three families of stabilizer codes \u2013 thin surface codes, quantum Reed\u2013Muller codes and Shor codes \u2013 that achieve the scalings of <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mo stretchy=\"false\">(<\/mml:mo><mml:mi>n<\/mml:mi><mml:mi>t<\/mml:mi><mml:msup><mml:mo stretchy=\"false\">)<\/mml:mo><mml:mrow class=\"MJX-TeXAtom-ORD\"><mml:mo>&amp;#x2212;<\/mml:mo><mml:mn>1<\/mml:mn><\/mml:mrow><\/mml:msup><\/mml:math>, <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mo stretchy=\"false\">(<\/mml:mo><mml:msup><mml:mi>n<\/mml:mi><mml:mn>2<\/mml:mn><\/mml:msup><mml:mi>t<\/mml:mi><mml:msup><mml:mo stretchy=\"false\">)<\/mml:mo><mml:mrow class=\"MJX-TeXAtom-ORD\"><mml:mo>&amp;#x2212;<\/mml:mo><mml:mn>1<\/mml:mn><\/mml:mrow><\/mml:msup><\/mml:math> and <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mo stretchy=\"false\">(<\/mml:mo><mml:msup><mml:mi>n<\/mml:mi><mml:mn>3<\/mml:mn><\/mml:msup><mml:mi>t<\/mml:mi><mml:msup><mml:mo stretchy=\"false\">)<\/mml:mo><mml:mrow class=\"MJX-TeXAtom-ORD\"><mml:mo>&amp;#x2212;<\/mml:mo><mml:mn>1<\/mml:mn><\/mml:mrow><\/mml:msup><\/mml:math>, respectively, all of which are optimal with <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mi>t<\/mml:mi><\/mml:math>. We further discuss the relation between stabilizer structure and the scaling with <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:mi>n<\/mml:mi><\/mml:math>, and identify several no-go theorems. For instance, we find codes with constant-weight stabilizer generators can at most achieve the <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:msup><mml:mi>n<\/mml:mi><mml:mrow class=\"MJX-TeXAtom-ORD\"><mml:mo>&amp;#x2212;<\/mml:mo><mml:mn>1<\/mml:mn><\/mml:mrow><\/mml:msup><\/mml:math> scaling, while the optimal <mml:math xmlns:mml=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><mml:msup><mml:mi>n<\/mml:mi><mml:mrow class=\"MJX-TeXAtom-ORD\"><mml:mo>&amp;#x2212;<\/mml:mo><mml:mn>3<\/mml:mn><\/mml:mrow><\/mml:msup><\/mml:math> scaling is achievable if and only if the code bears a repetition code substructure, like in Shor code.<\/jats:p>","DOI":"10.22331\/q-2025-06-05-1766","type":"journal-article","created":{"date-parts":[[2025,6,5]],"date-time":"2025-06-05T09:30:51Z","timestamp":1749115851000},"page":"1766","update-policy":"https:\/\/doi.org\/10.22331\/q-crossmark-policy-page","source":"Crossref","is-referenced-by-count":0,"title":["Stabilizer codes for Heisenberg-limited many-body Hamiltonian estimation"],"prefix":"10.22331","volume":"9","author":[{"given":"Santanu Bosu","family":"Antu","sequence":"first","affiliation":[{"name":"Perimeter Institute for Theoretical Physics, Waterloo, Ontario N2L 2Y5, Canada"},{"name":"Department of Applied Physics and Yale Quantum Institute, New Haven, Connecticut 06520, USA"}]},{"given":"Sisi","family":"Zhou","sequence":"additional","affiliation":[{"name":"Perimeter Institute for Theoretical Physics, Waterloo, Ontario N2L 2Y5, Canada"},{"name":"Department of Physics and Astronomy, Department of Applied Mathematics, and Institute for Quantum Computing, University of Waterloo, Ontario N2L 3G1, Canada"}]}],"member":"9598","published-online":{"date-parts":[[2025,6,5]]},"reference":[{"key":"0","doi-asserted-by":"publisher","unstructured":"Vittorio Giovannetti, Seth Lloyd, and Lorenzo Maccone. 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