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Example Neutral Reference Letter

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Preview of Compounded Corruption: A Fast and Effective Data Augmentation Technique for Out-of-Distribution Sample Detection
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Compounded Corruption: A Fast and Effective Data Augmentation Technique for Out-of-Distribution Sample Detection (2207.13916.pdf)

4.72 MBEN 43 pages
A novel data augmentation technique, Compounded Corruptions (CnC), creates synthetic out-of-distribution samples by corrupting in-distribution data, enabling the training of effective OOD detection classifiers without requiring labeled OOD examples
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Preview of Human Actions Worsen California Floods
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Human Actions Worsen California Floods (ref908.pdf)

163 KBEN 1 page
Recent California floods were worsened by unwise human actions, as highlighted in The Chronicle's coverage. The damage directly results from human activities that disrupt natural laws. Such actions, seemingly practical at first, often lead to disastrous ecological consequences.
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(kobayashi.pdf)

408 KB<97D1926D8D73>EN 5 pages
Document en en
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