7
talks
0
committee roles
0
leadership roles
2020–2024
years active
Contributions
QIP QCrypt TQC presenter award · △program ◇steering ○organising □local · filled = chair
Talks
| Title | Conference | Type | Co-authors |
|---|---|---|---|
| Local random quantum circuits form approximate designs on arbitrary architectures | TQC 2024 | regular | Shivan Mittal |
We consider random quantum circuits (RQC) on arbitrary connected graphs whose edges determine the allowed 2-qudit interactions. Prior work has established that such n-qudit circuits with local dimension q on 1D, complete, and D-dimensional graphs form approximate unitary designs, that is, they generate unitaries from distributions close to the Haar measure on the unitary group U(q^n) after polynomially many gates. Here, we extend those results by proving that RQCs comprised of O(poly(n,k)) gates on a wide class of graphs form approximate unitary k-designs. We prove that RQCs on graphs with spanning trees of bounded degree and height form k-designs after O(|E|n rm poly(k)) gates, where |E| is the number of edges in the graph. Furthermore, we identify larger classes of graphs for which RQCs generate approximate designs in polynomial circuit size. For k łeq 4, we show that RQCs on graphs of certain maximum degrees form designs after O(|E|n) gates, providing explicit constants. We determine our circuit size bounds from the spectral gaps of local Hamiltonians. To that end, we extend the finite-size (or Knabe) method for bounding gaps of frustration-free Hamiltonians on regular graphs to arbitrary connected graphs. We further introduce a new method based on the Detectability Lemma for determining the spectral gaps of Hamiltonians on arbitrary graphs. Our methods have wider applicability as the first method provides a succinct alternative proof of [Commun. Math. Phys. 291, 257 (2009)] and the second method proves that RQCs on any connected architecture form approximate designs in quasi-polynomial circuit size. |
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| Random quantum circuits transform local noise into global white noise | QIP 2022 | regular | ▸Alexander M. Dalzell, Fernando Brandao |
| Saturation and recurrence of quantum complexity for random quantum circuits | TQC 2022 | regular | ▸Michal Oszmaniec, Michał Horodecki |
| Random quantum circuits anti-concentrate in log depth | QIP 2021 | regular | Alexander M. Dalzell, Fernando Brandao |
Abstract We consider quantum circuits consisting of randomly chosen two-local gates and study the number of gates needed for the distribution over measurement outcomes for typical circuit instances to be anti-concentrated, roughly meaning that the probability mass is not too concentrated on a small number of measurement outcomes. Understanding the conditions for anti-concentration is important for determining which quantum circuits are difficult to simulate classically, as anti-concentration has been in some cases an ingredient of mathematical arguments that simulation is hard and in other cases a necessary condition for easy simulation. Our definition of anti-concentration is that the expected collision probability, that is, the probability that two independently drawn outcomes will agree, is only a constant factor larger than if the distribution were uniform. We show that when the 2-local gates are each drawn from the Haar measure (or any two-design), at least O(n log(n)) gates (and thus O(log(n)) circuit depth) are needed for this condition to be met on an n qudit circuit. In both the case where the gates are nearest-neighbor on a 1D ring and the case where gates are long-range, we show O(n log(n)) gates are also sufficient, and we precisely compute the optimal constant prefactor for the n log(n). The technique we employ relies upon a mapping from the expected collision probability to the partition function of an Ising-like classical statistical mechanical model, which we manage to bound using stochastic and combinatorial techniques. |
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| Models of quantum complexity growth | QIP 2020 | regular | Richard Kueng, Wissam Chemissany, Fernando Brandao, John Preskill |
| Models of quantum complexity growth | TQC 2020 | regular | Richard Kueng, Wissam Chemissany, Fernando Brandao, John Preskill |
| Unitary designs from statistical mechanics in random quantum circuits | TQC 2020 | regular ▸ presenter | — |
Collaborators
| Co-author | Joint talks |
|---|---|
| Fernando Brandao | 4 |
| Alexander M. Dalzell | 2 |
| John Preskill | 2 |
| Richard Kueng | 2 |
| Wissam Chemissany | 2 |
| Michal Oszmaniec | 1 |
| Michał Horodecki | 1 |
| Shivan Mittal | 1 |