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Dataset Condensation via Efficient Synthetic-Data Parameterization



Jang-Hyun Kim , Jinuk Kim , Seong Joon Oh , Sangdoo Yun , Hwanjun Song , Joonhyun Jeong , Jung-Woo Ha , Hyun Oh Song

* ICML 2022; Codes at https://github.com/snu-mllab/Efficient-Dataset-Condensation.git 

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ECCV Caption: Correcting False Negatives by Collecting Machine-and-Human-verified Image-Caption Associations for MS-COCO



Sanghyuk Chun , Wonjae Kim , Song Park , Minsuk Chang , Seong Joon Oh

* 30 pages (1.7MB); Source code and dataset are available at https://github.com/naver-ai/eccv-caption; v2 fixes minor typos 

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Weakly Supervised Semantic Segmentation using Out-of-Distribution Data



Jungbeom Lee , Seong Joon Oh , Sangdoo Yun , Junsuk Choe , Eunji Kim , Sungroh Yoon

* CVPR 2022 

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ALP: Data Augmentation using Lexicalized PCFGs for Few-Shot Text Classification



Hazel Kim , Daecheol Woo , Seong Joon Oh , Jeong-Won Cha , Yo-Sub Han

* Accepted to AAAI2022 

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Which Shortcut Cues Will DNNs Choose? A Study from the Parameter-Space Perspective



Luca Scimeca , Seong Joon Oh , Sanghyuk Chun , Michael Poli , Sangdoo Yun

* First two authors have contributed equally 

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Keep CALM and Improve Visual Feature Attribution



Jae Myung Kim , Junsuk Choe , Zeynep Akata , Seong Joon Oh

* 20 pages, 11 figures 

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Neural Hybrid Automata: Learning Dynamics with Multiple Modes and Stochastic Transitions



Michael Poli , Stefano Massaroli , Luca Scimeca , Seong Joon Oh , Sanghyuk Chun , Atsushi Yamashita , Hajime Asama , Jinkyoo Park , Animesh Garg


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Rethinking Spatial Dimensions of Vision Transformers



Byeongho Heo , Sangdoo Yun , Dongyoon Han , Sanghyuk Chun , Junsuk Choe , Seong Joon Oh

* 10 pages, 5 figures 

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