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{
"slug": "low-depth-image-circuits",
"title": "Low-Depth Image Circuits",
"about": "This collection contains datasets from an upcoming paper, Typical Machine Learning Datasets as Low-Depth Quantum Circuits. These datasets contain quantum circuits that encode images as quantum states and can be used for benchmarking supervised quantum machine learning models.",
"about": "This collection contains datasets from the paper, Typical Machine Learning Datasets as Low-Depth Quantum Circuits. These datasets contain quantum circuits that encode images as quantum states and can be used for benchmarking supervised quantum machine learning models.",
"thumbnail": "pennylane-datasets-collection-low-depth-image-circuits.png"
}
14 changes: 14 additions & 0 deletions content/other/low-depth-image-circuits/cifar-10/citation.txt
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author={Florian Kiwit and Bernhard Jobst and Andre Luckow and Frank Pollmann and Carlos Riofrío},
howpublished = {\url{https://pennylane.ai/datasets/low-depth-mnist}}
year={2025}}

@article{Kiwit_2025,
doi = {10.1088/2058-9565/ae0123},
url = {https://doi.org/10.1088/2058-9565/ae0123},
year = {2025},
month = {sep},
publisher = {IOP Publishing},
volume = {10},
number = {4},
pages = {045035},
author = {Kiwit, Florian J and Jobst, Bernhard and Luckow, Andre and Pollmann, Frank and Riofrío, Carlos A},
title = {Typical machine learning datasets as low-depth quantum circuits},
journal = {Quantum Science and Technology},
}
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"heroImage": "https://assets.cloud.pennylane.ai/datasets/generic/hero/pennylane-datasets-hero-generic-2.png",
"thumbnail": "https://assets.cloud.pennylane.ai/datasets/generic/thumbnail/pennylane-datasets-thumbnail-cifar10.png",
"extra": {},
"dateOfLastModification": "2025-06-16",
"dateOfLastModification": "2025-11-22",
"dateOfPublication": "2025-04-23"
}
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Data for benchmarking machine learning models, generated for an upcoming paper: *Typical Machine Learning Datasets as Low-Depth Quantum Circuits*.
Data for benchmarking machine learning models, as detailed in the paper: *Typical Machine Learning Datasets as Low-Depth Quantum Circuits*.

**Description of the dataset**

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Original file line number Diff line number Diff line change
Expand Up @@ -3,3 +3,17 @@
author={Florian Kiwit and Bernhard Jobst and Andre Luckow and Frank Pollmann and Carlos Riofrío},
howpublished = {\url{https://pennylane.ai/datasets/low-depth-mnist}}
year={2025}}

@article{Kiwit_2025,
doi = {10.1088/2058-9565/ae0123},
url = {https://doi.org/10.1088/2058-9565/ae0123},
year = {2025},
month = {sep},
publisher = {IOP Publishing},
volume = {10},
number = {4},
pages = {045035},
author = {Kiwit, Florian J and Jobst, Bernhard and Luckow, Andre and Pollmann, Frank and Riofrío, Carlos A},
title = {Typical machine learning datasets as low-depth quantum circuits},
journal = {Quantum Science and Technology},
}
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"heroImage": "https://assets.cloud.pennylane.ai/datasets/generic/hero/pennylane-datasets-hero-generic-2.png",
"thumbnail": "https://assets.cloud.pennylane.ai/datasets/generic/thumbnail/pennylane-datasets-thumbnail-fashion-mnist.png",
"extra": {},
"dateOfLastModification": "2025-06-16",
"dateOfLastModification": "2025-11-22",
"dateOfPublication": "2025-04-23"
}
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
Data for benchmarking machine learning models, generated for an upcoming paper: *Typical Machine Learning Datasets as Low-Depth Quantum Circuits*.
Data for benchmarking machine learning models, as detailed in the paper: *Typical Machine Learning Datasets as Low-Depth Quantum Circuits*.

**Description of the dataset**

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14 changes: 14 additions & 0 deletions content/other/low-depth-image-circuits/imagenette/citation.txt
Original file line number Diff line number Diff line change
Expand Up @@ -3,3 +3,17 @@
author={Florian Kiwit and Bernhard Jobst and Andre Luckow and Frank Pollmann and Carlos Riofrío},
howpublished = {\url{https://pennylane.ai/datasets/low-depth-mnist}}
year={2025}}

@article{Kiwit_2025,
doi = {10.1088/2058-9565/ae0123},
url = {https://doi.org/10.1088/2058-9565/ae0123},
year = {2025},
month = {sep},
publisher = {IOP Publishing},
volume = {10},
number = {4},
pages = {045035},
author = {Kiwit, Florian J and Jobst, Bernhard and Luckow, Andre and Pollmann, Frank and Riofrío, Carlos A},
title = {Typical machine learning datasets as low-depth quantum circuits},
journal = {Quantum Science and Technology},
}
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"heroImage": "https://assets.cloud.pennylane.ai/datasets/generic/hero/pennylane-datasets-hero-generic-2.png",
"thumbnail": "https://assets.cloud.pennylane.ai/datasets/generic/thumbnail/pennylane-datasets-thumbnail-imagenette.png",
"extra": {},
"dateOfLastModification": "2025-06-16",
"dateOfLastModification": "2025-11-22",
"dateOfPublication": "2025-04-23"
}
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
Data for benchmarking machine learning models, generated for an upcoming paper: *Typical Machine Learning Datasets as Low-Depth Quantum Circuits*.
Data for benchmarking machine learning models, as detailed in the paper: *Typical Machine Learning Datasets as Low-Depth Quantum Circuits*.

**Description of the dataset**

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14 changes: 14 additions & 0 deletions content/other/low-depth-image-circuits/mnist/citation.txt
Original file line number Diff line number Diff line change
Expand Up @@ -3,3 +3,17 @@
author={Florian Kiwit and Bernhard Jobst and Andre Luckow and Frank Pollmann and Carlos Riofrío},
howpublished = {\url{https://pennylane.ai/datasets/low-depth-mnist}}
year={2025}}

@article{Kiwit_2025,
doi = {10.1088/2058-9565/ae0123},
url = {https://doi.org/10.1088/2058-9565/ae0123},
year = {2025},
month = {sep},
publisher = {IOP Publishing},
volume = {10},
number = {4},
pages = {045035},
author = {Kiwit, Florian J and Jobst, Bernhard and Luckow, Andre and Pollmann, Frank and Riofrío, Carlos A},
title = {Typical machine learning datasets as low-depth quantum circuits},
journal = {Quantum Science and Technology},
}
2 changes: 1 addition & 1 deletion content/other/low-depth-image-circuits/mnist/meta.json
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"heroImage": "https://assets.cloud.pennylane.ai/datasets/generic/hero/pennylane-datasets-hero-generic-2.png",
"thumbnail": "https://assets.cloud.pennylane.ai/datasets/generic/thumbnail/pennylane-datasets-thumbnail-mnist.png",
"extra": {},
"dateOfLastModification": "2025-06-16",
"dateOfLastModification": "2025-11-22",
"dateOfPublication": "2025-03-19"
}
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
Data for benchmarking machine learning models, generated for an upcoming paper: *Typical Machine Learning Datasets as Low-Depth Quantum Circuits*.
Data for benchmarking machine learning models, as detailed in the paper: *Typical Machine Learning Datasets as Low-Depth Quantum Circuits*.

**Description of the dataset**

Expand Down