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Full identifier: https://w3id.org/np/RAIvSVScGx3gdwGiNP-SZA6hewBf0v5NQZ3kHgXRLUg-A/_4

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Minted in Nanopublication

 RAIvSVScGx RoCrate comment approve/disapprove edit as derived nanopublication

https://data.research.uts.edu.au/api/object/_cloudstor _cloudstor http://schema.org/encodingFormat encodingFormat (this is a literal) "The data is described below: G 1q X : (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: none; (iv) No distortion. G 1q X D : (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: none; (iv) Distortion. G 1q XY: (i) Qubits: one; (ii) Control: x-axis and y-axis, Gaussian; (iii) Noise: none; (iv) No distortion. G 1q XY D : (i) Qubits: one; (ii) Control: x-axis and y-axis, Gaussian; (iii) Noise: none; (iv) Distortion. G 1q XY XZ N1N5: (i) Qubits: one; (ii) Control: x-axis and y-axis, Gaussian; (iii) Noise: N1 on x-axis, N5 on z-axis; (iv) No distortion. G 1q XY XZ N1N5 D: (i) Qubits: one; (ii) Control: x-axis and y-axis, Gaussian; (iii) Noise: N1 on x-axis, N5 on z-axis; (iv) No distortion. G 1q XY XZ N1N6: (i) Qubits: one; (ii) Control: x-axis and y-axis, Gaussian; (iii) Noise: N1 on x-axis, N6 on z-axis; (iv) Distortion. G 1q XY XZ N1N6 D: (i) Qubits: one; (ii) Control: x-axis and y-axis, Gaussian; (iii) Noise: N1 on x-axis, N6 on z-axis; (iv) No distortion. G 1q XY XZ N3N6: (i) Qubits: one; (ii) Control: x-axis and y-axis, Gaussian; (iii) Noise: N1 on x-axis, N6 on z-axis; (iv) Distortion. G 1q XY XZ N3N6 D: (i) Qubits: one; (ii) Control: x-axis and y-axis, Gaussian; (iii) Noise: N1 on x-axis, N6 on z-axis; (iv) No distortion. G 1q X Z N1 : (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: N1 on z-axis; (iv) No distortion. G 1q X Z N1 D: (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: N1 on z-axis; (iv) Distortion. G 1q X Z N2: (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: N2 on z-axis; (iv) No distortion. G 1q X Z N2 D: (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: N2 on z-axis; (iv) Distortion. G 1q X Z N3: (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: N3 on z-axis; (iv) No distortion. G 1q X Z N3 D: (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: N3 on z-axis; (iv) Distortion. G 1q X Z N4: (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: N4 on z-axis; (iv) No distortion. G 1q X Z N4 D: (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: N4 on z-axis; (iv) Distortion. G 2q IX-XI IZ-ZI N1-N6: (i) Qubits: two; (ii) Control: x-axis on both qubits, Gaussian; (iii) Noise: N1 and N6 z-axis on each qubit; (iv) No distortion. G 2q IX-XI IZ-ZI N1-N6 D: (i) Qubits: two; (ii) Control: x-axis on both qubits, Gaussian; (iii) Noise: N1 and N6 z-axis on each qubit; (iv) Distortion. G 2q IX-XI-XX: (i) Qubits: two; (ii) Control: single x-axis control on both qubits and x-axis interacting control, Gaussian; (iii) Noise: none; (iv) No distortion. G 2q IX-XI-XX D: (i) Qubits: two; (ii) Control: single x-axis control on both qubits and x-axis interacting control, Gaussian; (iii) Noise: none; (iv) Distortion. G 2q IX-XI-XX IZZI N1-N5: (i) Qubits: two; (ii) Control: single x-axis control on both qubits and x-axis interacting control, Gaussian; (iii) Noise: N1 and N5 on z-axis noise on each qubit; (iv) No distortion. G 2q IX-XI-XX IZZI N1-N5: (i) Qubits: two; (ii) Control: single x-axis control on both qubits and x-axis interacting control, Gaussian; (iii) Noise: N1 and N5 on z-axis noise on each qubit; (iv) Distortion. S 1q X: (i) Qubits: one; (ii) Control: x-axis, square; (iii) Noise: none; (iv) No distortion. S 1q X D: (i) Qubits: one; (ii) Control: x-axis, Gaussquaresian; (iii) Noise: none; (iv) Distortion. S 1q XY: (i) Qubits: one; (ii) Control: x-axis and y-axis, square; (iii) Noise: none; (iv) No distortion. S 1q XY D: (i) Qubits: one; (ii) Control: x-axis and y-axis, Gaussquaresian; (iii) Noise: none; (iv) Distortion. S 1q XY XZ N1N5: (i) Qubits: one; (ii) Control: x-axis and y-axis, square; (iii) Noise: N1 on x-axis, N5 on z-axis; (iv) No distortion. S 1q XY XZ N1N5 D: (i) Qubits: one; (ii) Control: x-axis and y-axis, Gaussian; (iii) Noise: N1 on x-axis, N5 on z-axis; (iv) No distortion. S 1q XY XZ N1N6: (i) Qubits: one; (ii) Control: x-axis and y-axis, square; (iii) Noise: N1 on x-axis, N6 on z-axis; (iv) Distortion. S 1q XY XZ N1N6 D: (i) Qubits: one; (ii) Control: x-axis and y-axis, square; (iii) Noise: N1 on x-axis, N6 on z-axis; (iv) No distortion. S 1q XY XZ N3N6: (i) Qubits: one; (ii) Control: x-axis and y-axis, square; (iii) Noise: N1 on x-axis, N6 on z-axis; (iv) Distortion. S 1q XY XZ N3N6 D: (i) Qubits: one; (ii) Control: x-axis and y-axis, square; (iii) Noise: N1 on x-axis, N6 on z-axis; (iv) No distortion. S 1q X Z N1: (i) Qubits: one; (ii) Control: x-axis, square; (iii) Noise: N1 on z-axis; (iv) No distortion. S 1q X Z N1 D: (i) Qubits: one; (ii) Control: x-axis, square; (iii) Noise: N1 on z-axis; (iv) Distortion. S 1q X Z N2 : (i) Qubits: one; (ii) Control: x-axis, square; (iii) Noise: N2 on z-axis; (iv) No distortion. S 1q X Z N2 D: (i) Qubits: one; (ii) Control: x-axis, Gaussian; (iii) Noise: N2 on z-axis; (iv) Distortion. S 1q X Z N3: (i) Qubits: one; (ii) Control: x-axis, square; (iii) Noise: N3 on z-axis; (iv) No distortion. S 1q X Z N3 D: (i) Qubits: one; (ii) Control: x-axis, square; (iii) Noise: N3 on z-axis; (iv) Distortion. S 1q X Z N4: (i) Qubits: one; (ii) Control: x-axis, square; (iii) Noise: N4 on z-axis; (iv) No distortion. S 1q X Z N4 D: (i) Qubits: one; (ii) Control: x-axis, square; (iii) Noise: N4 on z-axis; (iv) Distortion. S 2q IX-XI IZ-ZI N1-N6: (i) Qubits: two; (ii) Control: x-axis on both qubits, square; (iii) Noise: N1 and N6 z-axis on each qubit; (iv) No distortion. S 2q IX-XI IZ-ZI N1-N6 D: (i) Qubits: two; (ii) Control: x-axis on both qubits, square; (iii) Noise: N1 and N6 z-axis on each qubit; (iv) Distortion. S 2q IX-XI-XX: (i) Qubits: two; (ii) Control: single x-axis control on both qubits and x-axis interacting control, square; (iii) Noise: none; (iv) No distortion. S 2q IX-XI-XX D: (i) Qubits: two; (ii) Control: single x-axis control on both qubits and x-axis interacting control, square; (iii) Noise: none; (iv) Distortion. S 2q IX-XI-XX IZZI N1-N5: (i) Qubits: two; (ii) Control: x-axis on both qubits and xaxis interacting control, square; (iii) Noise: N1 and N5 z-axis on each qubit; (iv) No distortion. S 2q IX-XI-XX IZZI N1-N5 D: (i) Qubits: two; (ii) Control: x-axis on both qubits and xaxis interacting control, square; (iii) Noise: N1 and N5 z-axis on each qubit; (iv) Distortion. S 2q IX-XI-XX IZZI N1-N6: (i) Qubits: two; (ii) Control: x-axis on both qubits and xaxis interacting control, square; (iii) Noise: N1 and N6 z-axis on each qubit; (iv) No distortion. S 2q IX-XI-XX IZZI N1-N6 D: (i) Qubits: two; (ii) Control: x-axis on both qubits and xaxis interacting control, square; (iii) Noise: N1 and N6 z-axis on each qubit; (iv) Distortion." .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_1 _1 http://schema.org/name name (this is a literal) "repository" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_1 _1 http://schema.org/value value (this is a literal) "arcp://name,uts_public_data_repo/70967290a59911eca9a84993133e6628" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_2 _2 http://schema.org/name name (this is a literal) "Attribution 4.0 International (CC BY 4.0)" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_3 _3 http://schema.org/contactType contactType (this is a literal) "Data Manager" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_3 _3 http://schema.org/email email (this is a literal) "elija.t.perrier@student.uts.edu.au" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_3 _3 http://schema.org/identifier identifier (this is a literal) "_:contact/elija.t.perrier@student.uts.edu.au" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_3 _3 http://schema.org/name name (this is a literal) "" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_4 _4 http://schema.org/identifier identifier (this is a literal) "_:FOR/020603" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_4 _4 http://schema.org/name name (this is a literal) "020603 - Quantum Information, Computation and Communication" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_4 _4 http://schema.org/url url (this is a literal) "_:FOR/020603" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_5 _5 http://schema.org/identifier identifier (this is a literal) "_:FOR/080110" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_5 _5 http://schema.org/name name (this is a literal) "080110 - Simulation and Modelling" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_5 _5 http://schema.org/url url (this is a literal) "_:FOR/080110" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_6 _6 http://schema.org/name name (this is a literal) "http://creativecommons.org/licenses/by/3.0/au" .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../_6 _6 http://schema.org/url url (this is a literal) "http://creativecommons.org/licenses/by/3.0/au" .
arcp://name,uts_public_data_repo/70967290a59911eca9a84993133e6628 70967290a59911eca9a84993133e6628 http://schema.org/description description "The QDataSet comprises 52 datasets based on simulations of one- and two-qubit systems evolving in the presence and/or absence of noise subject to a variety of controls. It has been developed to provide a large-scale set of datasets for the training, benchmarking and competitive development of classical and quantum algorithms for common tasks in quantum sciences, including quantum control, quantum tomography and noise spectroscopy. It has been generated using customised code drawing upon base-level Python packages in order to facilitate interoperability and portability across common machine learning and quantum programming platforms. Each dataset consists of 10,000 samples which in turn comprise a range of data relevant to the training of machine learning algorithms for solving optimisation problems. The data includes a range of information (stored in list, matrix or tensor format) regarding quantum systems and their evolution, such as: quantum state vectors, drift and control Hamiltonians and unitaries, Pauli measurement distributions, time series data, pulse sequence data for square and Gaussian pulses and noise and distortion data. The total compressed size of the QDataSet (using Pickle and zip formats) is around 14TB (uncompressed, around 100TB). Researchers can use the QDataSet in a variety of ways to design algorithms for solving problems in quantum control, quantum tomography and quantum circuit synthesis, together with algorithms focused on classifying or simulating such data. We also provide working examples of how to use the QDataSet in practice and its use in benchmarking certain algorithms. The associated paper provides in-depth detail on the QDataSet for researchers who may be unfamiliar with quantum computing, together with specifications for domain experts within quantum engineering, quantum computation and quantum machine learning. The dataset details are set out in the link to raw files. " .
arcp://name,uts_public_data_repo/70967290a59911eca9a84993133e6628 70967290a59911eca9a84993133e6628 http://schema.org/identifier identifier "[70967290a59911eca9a84993133e6628, {"@id":"_:local-id:public_ocfl:70967290a59911eca9a84993133e6628","@type":"PropertyValue","value":"70967290a59911eca9a84993133e6628","name":"public_ocfl"}]" .
arcp://name,uts_public_data_repo/uts_root_collection uts_root_collection http://schema.org/description description "This is the UTS Research Data Portal. For any questions, please get in touch with us at eResearch-it@uts.edu.au" .
git+https://github.com/Arkisto-Platform/oni-ocfl.git oni-ocfl.git http://schema.org/name name "git+https://github.com/Arkisto-Platform/oni-ocfl.git" .
This is the identifier for this whole nanopublication. https://w3id.org/np/RAIvSVScGx... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal) "2025-07-18T14:01:34.444+02:00" (xsd:dateTime) .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../sig sig http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAIvSVScGx... this nanopublication .
This is a local identifier minted within the nanopublication. https://w3id.org/np/RAIvSVScGx.../sig sig http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal) "RSA" .

0009-0008-3635-347X, 18 Jul 2025, 12:01:34 UTC

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