Matches in SemOpenAlex for { <https://semopenalex.org/work/W4310695536> ?p ?o ?g. }
Showing items 1 to 66 of
66
with 100 items per page.
- W4310695536 abstract "Quantum computers hold unprecedented potentials for machine learning applications. Here, we prove that physical quantum circuits are PAC (probably approximately correct) learnable on a quantum computer via empirical risk minimization: to learn a parametric quantum circuit with at most $n^c$ gates and each gate acting on a constant number of qubits, the sample complexity is bounded by $tilde{O}(n^{c+1})$. In particular, we explicitly construct a family of variational quantum circuits with $O(n^{c+1})$ elementary gates arranged in a fixed pattern, which can represent all physical quantum circuits consisting of at most $n^c$ elementary gates. Our results provide a valuable guide for quantum machine learning in both theory and practice." @default.
- W4310695536 created "2022-12-15" @default.
- W4310695536 creator A5052177334 @default.
- W4310695536 creator A5057614578 @default.
- W4310695536 creator A5087617696 @default.
- W4310695536 date "2021-07-19" @default.
- W4310695536 modified "2023-10-03" @default.
- W4310695536 title "Sample Complexity of Learning Parametric Quantum Circuits" @default.
- W4310695536 doi "https://doi.org/10.48550/arxiv.2107.09078" @default.
- W4310695536 hasPublicationYear "2021" @default.
- W4310695536 type Work @default.
- W4310695536 citedByCount "0" @default.
- W4310695536 crossrefType "posted-content" @default.
- W4310695536 hasAuthorship W4310695536A5052177334 @default.
- W4310695536 hasAuthorship W4310695536A5057614578 @default.
- W4310695536 hasAuthorship W4310695536A5087617696 @default.
- W4310695536 hasBestOaLocation W43106955361 @default.
- W4310695536 hasConcept C105795698 @default.
- W4310695536 hasConcept C117251300 @default.
- W4310695536 hasConcept C118615104 @default.
- W4310695536 hasConcept C121332964 @default.
- W4310695536 hasConcept C124148022 @default.
- W4310695536 hasConcept C134146338 @default.
- W4310695536 hasConcept C137019171 @default.
- W4310695536 hasConcept C203087015 @default.
- W4310695536 hasConcept C33923547 @default.
- W4310695536 hasConcept C41008148 @default.
- W4310695536 hasConcept C51003876 @default.
- W4310695536 hasConcept C58053490 @default.
- W4310695536 hasConcept C58849907 @default.
- W4310695536 hasConcept C62520636 @default.
- W4310695536 hasConcept C84114770 @default.
- W4310695536 hasConcept C90702460 @default.
- W4310695536 hasConceptScore W4310695536C105795698 @default.
- W4310695536 hasConceptScore W4310695536C117251300 @default.
- W4310695536 hasConceptScore W4310695536C118615104 @default.
- W4310695536 hasConceptScore W4310695536C121332964 @default.
- W4310695536 hasConceptScore W4310695536C124148022 @default.
- W4310695536 hasConceptScore W4310695536C134146338 @default.
- W4310695536 hasConceptScore W4310695536C137019171 @default.
- W4310695536 hasConceptScore W4310695536C203087015 @default.
- W4310695536 hasConceptScore W4310695536C33923547 @default.
- W4310695536 hasConceptScore W4310695536C41008148 @default.
- W4310695536 hasConceptScore W4310695536C51003876 @default.
- W4310695536 hasConceptScore W4310695536C58053490 @default.
- W4310695536 hasConceptScore W4310695536C58849907 @default.
- W4310695536 hasConceptScore W4310695536C62520636 @default.
- W4310695536 hasConceptScore W4310695536C84114770 @default.
- W4310695536 hasConceptScore W4310695536C90702460 @default.
- W4310695536 hasLocation W43106955361 @default.
- W4310695536 hasLocation W43106955362 @default.
- W4310695536 hasOpenAccess W4310695536 @default.
- W4310695536 hasPrimaryLocation W43106955361 @default.
- W4310695536 hasRelatedWork W3096747752 @default.
- W4310695536 hasRelatedWork W3171901910 @default.
- W4310695536 hasRelatedWork W3186854908 @default.
- W4310695536 hasRelatedWork W4241504817 @default.
- W4310695536 hasRelatedWork W4286381876 @default.
- W4310695536 hasRelatedWork W4309470286 @default.
- W4310695536 hasRelatedWork W4318620911 @default.
- W4310695536 hasRelatedWork W4379115997 @default.
- W4310695536 hasRelatedWork W4386044155 @default.
- W4310695536 hasRelatedWork W4386440260 @default.
- W4310695536 isParatext "false" @default.
- W4310695536 isRetracted "false" @default.
- W4310695536 workType "article" @default.