@article {3489, title = {Efficient and practical Hamiltonian simulation from time-dependent product formulas}, year = {2024}, month = {3/13/2024}, abstract = {

In this work we propose an approach for implementing time-evolution of a quantum system using product formulas. The quantum algorithms we develop have provably better scaling (in terms of gate complexity and circuit depth) than a naive application of well-known Trotter formulas, for systems where the evolution is determined by a Hamiltonian with different energy scales (i.e., one part is \"large\" and another part is \"small\"). Our algorithms generate a decomposition of the evolution operator into a product of simple unitaries that are directly implementable on a quantum computer. Although the theoretical scaling is suboptimal compared with state-of-the-art algorithms (e.g., quantum signal processing), the performance of the algorithms we propose is highly competitive in practice. We illustrate this via extensive numerical simulations for several models. For instance, in the strong-field regime of the 1D transverse-field Ising model, our algorithms achieve an improvement of one order of magnitude in both the system size and evolution time that can be simulated with a fixed budget of 1000 arbitrary 2-qubit gates, compared with standard Trotter formulas.

}, url = {https://arxiv.org/abs/2403.08729}, author = {Jan Lukas Bosse and Andrew M. Childs and Charles Derby and Filippo Maria Gambetta and Ashley Montanaro and Raul A. Santos} } @article {2710, title = {Quantum-accelerated multilevel Monte Carlo methods for stochastic differential equations in mathematical finance}, journal = {Quantum 5, 481 (2021)}, volume = {5}, year = {2021}, month = {6/22/2021}, pages = {481}, abstract = {

Inspired by recent progress in quantum algorithms for ordinary and partial differential equations, we study quantum algorithms for stochastic differential equations (SDEs). Firstly we provide a quantum algorithm that gives a quadratic speed-up for multilevel Monte Carlo methods in a general setting. As applications, we apply it to compute expection values determined by classical solutions of SDEs, with improved dependence on precision. We demonstrate the use of this algorithm in a variety of applications arising in mathematical finance, such as the Black-Scholes and Local Volatility models, and Greeks. We also provide a quantum algorithm based on sublinear binomial sampling for the binomial option pricing model with the same improvement.

}, doi = {https://doi.org/10.22331/q-2021-06-24-481}, url = {https://arxiv.org/abs/2012.06283}, author = {Dong An and Noah Linden and Jin-Peng Liu and Ashley Montanaro and Changpeng Shao and Jiasu Wang} } @proceedings {1882, title = {Sequential measurements, disturbance and property testing}, year = {2017}, month = {2017/01/01}, pages = {1598-1611}, abstract = {

We describe two procedures which, given access to one copy of a quantum state and a sequence of two-outcome measurements, can distinguish between the case that at least one of the measurements accepts the state with high probability, and the case that all of the measurements have low probability of acceptance. The measurements cannot simply be tried in sequence, because early measurements may disturb the state being tested. One procedure is based on a variant of Marriott-Watrous amplification. The other procedure is based on the use of a test for this disturbance, which is applied with low probability. We find a number of applications. First, quantum query complexity separations in the property testing model for testing isomorphism of functions under group actions. We give quantum algorithms for testing isomorphism, linear isomorphism and affine isomorphism of boolean functions which use exponentially fewer queries than is possible classically, and a quantum algorithm for testing graph isomorphism which uses polynomially fewer queries than the best algorithm known. Second, testing properties of quantum states and operations. We show that any finite property of quantum states can be tested using a number of copies of the state which is logarithmic in the size of the property, and give a test for genuine multipartite entanglement of states of n qubits that uses O(n) copies of the state. Third, correcting an error in a result of Aaronson on de-Merlinizing quantum protocols. This result claimed that, in any one-way quantum communication protocol where two parties are assisted by an all-powerful but untrusted third party, the third party can be removed with only a modest increase in the communication cost. We give a corrected proof of a key technical lemma required for Aaronson\&$\#$39;s result.

}, doi = {10.1137/1.9781611974782.105}, url = {http://epubs.siam.org/doi/10.1137/1.9781611974782.105}, author = {Aram W. Harrow and Cedric Yen-Yu Lin and Ashley Montanaro} }