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Explanation-based Data Augmentation for Image Classification

Neural Information Processing Systems

Existing works have generated explanations for deep neural network decisions toprovide insights into model behavior. Weobservethat these explanations can also be used to identify concepts that caused misclassifications. This allows us to understand the possible limitations of the dataset used to train the model, particularly the under-represented regions in the dataset.






Catch-A-Waveform: LearningtoGenerateAudio fromaSingleShortExample

Neural Information Processing Systems

Oncetrained,ourmodelcangeneraterandom samples of arbitrary duration that maintain semantic similarity to the training waveform, yet exhibit new compositions of its audio primitives.



Nuclear hog hybrids are breeding at breakneck speed in Japan

Popular Science

But not in the way Fukushima's geneticists thought. Breakthroughs, discoveries, and DIY tips sent six days a week. In the regions surrounding the Fukushima nuclear plant disaster in northeast Japan, radioactive domestic pigs and wild boar are rapidly interbreeding. While far from the only recent incident of animal hybridization, the situation is presenting wildlife biologists with an unprecedented opportunity to examine the issue in real-time, as well as provide a template for studying the growing problem worldwide. In 2011, a 9.0 magnitude undersea earthquake in the Pacific Ocean rocked Japan.