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Few-shot learning with graph neural networks."},{"key":"e_1_3_2_1_7_1","volume-title":"Proceedings of Internaltional Computer Vision and Pattern Recognition","author":"Jongmin Kim","unstructured":"Kim Jongmin , Kim Taesup , Kim Sungwoong , and Chang D. Yoo . 2019. Edge-labeling gragh neural network for few-shot learning . In Proceedings of Internaltional Computer Vision and Pattern Recognition ( Long Beach, CA). 11--20. Kim Jongmin, Kim Taesup, Kim Sungwoong, and Chang D. Yoo. 2019. Edge-labeling gragh neural network for few-shot learning. In Proceedings of Internaltional Computer Vision and Pattern Recognition (Long Beach, CA). 11--20."},{"key":"e_1_3_2_1_8_1","volume-title":"Hinton","author":"Krizhevsky Alex","year":"2012","unstructured":"Alex Krizhevsky , Ilya Sutskever , and Geoffrey E . Hinton . 2012 . Imagenet classifification with deep convolutional neural networks. In Proceedings of Neural Information Processing Systems (Lake Tahoe) . 1097--1105. 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