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README.md

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+# Dataset Card for `Control+Shift`: Generating Controllable Distribution Shifts
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+[[arXiv](https://arxiv.org/pdf/2409.07940)], [[GitHub](https://github.com/friedmanroy/ctrl-shift/tree/main)]
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+**Curated by:** [Roy Friedman](https://friedmanroy.github.io/) and Rhea Chowers
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+<!-- Provide a quick summary of the dataset. -->
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+This dataset is the one that accompanies the paper [`Control+Shift`: Generating Controllable Distribution Shifts](https://arxiv.org/pdf/2409.07940).
+Our data is based on CIFAR10 and ImageNet, using EDM to generate our data. We generated datasets for 3 types of distribution shift on CIFAR10 and ImageNet - so a total of 6 datasets. The types of distribution shifts are called `overlap`, `extend` and `truncation`.
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+
+<!-- ## Dataset Description -->
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+
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+<!-- ## Uses -->
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+<!-- Address questions around how the dataset is intended to be used. -->
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+<!-- ### Direct Use -->
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+<!-- This section describes suitable use cases for the dataset. -->
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+<!-- [More Information Needed] -->
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+<!-- ## Dataset Structure -->
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+<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->
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+<!-- [More Information Needed] -->
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+<!-- ## Dataset Creation -->
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+<!-- ### Curation Rationale -->
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+<!-- Motivation for the creation of this dataset. -->
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+<!-- [More Information Needed] -->
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+<!-- ### Source Data -->
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+<!-- This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). -->
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+<!-- #### Data Collection and Processing -->
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+<!-- This section describes the data collection and processing process such as data selection criteria, filtering and normalization methods, tools and libraries used, etc. -->
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+<!-- [More Information Needed] -->
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+<!-- #### Who are the source data producers? -->
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+<!-- This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->
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+<!-- [More Information Needed] -->
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+<!-- ## Bias, Risks, and Limitations -->
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+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
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+<!-- [More Information Needed] -->
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+<!-- ### Recommendations -->
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+<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
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+<!-- Users should be made aware of the risks, biases and limitations of the dataset. More information needed for further recommendations. -->