Papers citing 'mixup: Beyond Empirical Risk Minimization'

Title
An Overview of Deep Semi-Supervised Learning Yassine Ouali C´eline Hudelot Myriam Tami SSL HAI 243 330 0 09 Jun 2020
XOR Mixup: Privacy-Preserving Data Augmentation for One-Shot Federated Learning Myungjae Shin Chihoon Hwang Joongheon Kim Jihong Park M. Bennis Seong-Lyun Kim FedML 147 117 0 09 Jun 2020
Self-Distillation as Instance-Specific Label Smoothing Zhilu Zhang M. Sabuncu 145 125 0 09 Jun 2020
Ensemble Model with Batch Spectral Regularization and Data Blending for Cross-Domain Few-Shot Learning with Unlabeled Data Zhen Zhao Bingyu Liu Yuhong Guo Jieping Ye 96 0 0 08 Jun 2020
An Empirical Analysis of the Impact of Data Augmentation on Knowledge Distillation Deepan Das Haley Massa Abhimanyu Kulkarni Theodoros Rekatsinas 150 19 0 06 Jun 2020
Principled learning method for Wasserstein distributionally robust optimization with local perturbations Yongchan Kwon Wonyoung Hedge Kim Joong-Ho Won M. Paik 270 13 0 05 Jun 2020
Semi-supervised and Unsupervised Methods for Heart Sounds Classification in Restricted Data Environments Balagopal Unnikrishnan Pranshu Ranjan Singh Xulei Yang M. Chua 102 4 0 04 Jun 2020
Image Augmentations for GAN Training Zhengli Zhao Zizhao Zhang Ting-Li Chen Sameer Singh Han Zhang 177 145 0 04 Jun 2020
Interpolation-based semi-supervised learning for object detectionComputer Vision and Pattern Recognition (CVPR), 2020 Jisoo Jeong Vikas Verma Minsung Hyun Arno Solin Nojun Kwak 168 78 0 03 Jun 2020
FBNetV3: Joint Architecture-Recipe Search using Predictor Pretraining Xiaoliang Dai Alvin Wan Peizhao Zhang Bichen Wu Zijian He ... Kan Chen Yuandong Tian Matthew Yu Peter Vajda Joseph E. Gonzalez 320 74 0 03 Jun 2020
SaliencyMix: A Saliency Guided Data Augmentation Strategy for Better RegularizationInternational Conference on Learning Representations (ICLR), 2020 A. Uddin Sirazam Monira Wheemyung Shin TaeChoong Chung Sung-Ho Bae 347 255 0 02 Jun 2020
BadNL: Backdoor Attacks against NLP Models with Semantic-preserving ImprovementsAsia-Pacific Computer Systems Architecture Conference (ACSA), 2020 Xiaoyi Chen A. Salem Dingfan Chen Michael Backes Shiqing Ma Qingni Shen Zhonghai Wu Yang Zhang SILM 200 285 0 01 Jun 2020
Latent Domain Learning with Dynamic Residual Adapters Lucas Deecke Timothy M. Hospedales Hakan Bilen 100 8 0 01 Jun 2020
A Comprehensive Survey of Neural Architecture Search: Challenges and SolutionsACM Computing Surveys (ACM CSUR), 2020 Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Xiaojiang Chen Xin Wang AI4CE 286 776 0 01 Jun 2020
Automatic classification between COVID-19 pneumonia, non-COVID-19 pneumonia, and the healthy on chest X-ray image: combination of data augmentation methodsScientific Reports (Sci Rep), 2020 Mizuho Nishio Shunjiro Noguchi Hidetoshi Matsuo T. Murakami 79 139 0 01 Jun 2020
Pseudo-Representation Labeling Semi-Supervised Learning Song-Bo Yang Tian-li Yu 139 3 0 31 May 2020
ACGAN-based Data Augmentation Integrated with Long-term Scalogram for Acoustic Scene ClassificationJournal of the Acoustical Society of America (JASA), 2020 Hangting Chen Zuozhen Liu Zongming Liu Pengyuan Zhang 82 10 0 27 May 2020
Interlayer and Intralayer Scale Aggregation for Scale-invariant Crowd CountingNeurocomputing (Neurocomputing), 2020 Mingjie Wang Hao Cai Jun Zhou Minglun Gong 123 22 0 25 May 2020
Semi-supervised Medical Image Classification with Global Latent Mixing P. Gyawali S. Ghimire Pradeep Bajracharya Zhiyuan Li Linwei Wang 129 38 0 22 May 2020
Graph Random Neural Network for Semi-Supervised Learning on Graphs Wenzheng Feng Jie Zhang Yuxiao Dong Yu Han Huanbo Luan Qian Xu Qiang Yang Evgeny Kharlamov Jie Tang 326 455 0 22 May 2020
Why distillation helps: a statistical perspective A. Menon A. S. Rawat Sashank J. Reddi Seungyeon Kim Sanjiv Kumar FedML 204 25 0 21 May 2020
InfoScrub: Towards Attribute Privacy by Targeted Obfuscation Hui-Po Wang Tribhuvanesh Orekondy Mario Fritz 245 26 0 20 May 2020
Deep Architecture Enhancing Robustness to Noise, Adversarial Attacks, and Cross-corpus Setting for Speech Emotion Recognition S. Latif R. Rana Sara Khalifa Raja Jurdak Björn W. Schuller 319 29 0 18 May 2020
Augmenting Generative Adversarial Networks for Speech Emotion Recognition S. Latif Muhammad Asim R. Rana Sara Khalifa Raja Jurdak Björn W. Schuller GAN 292 29 0 18 May 2020
Progressive Automatic Design of Search Space for One-Shot Neural Architecture Search Xin Xia Xuefeng Xiao Xing Wang Min Zheng 161 20 0 15 May 2020
Target-Speaker Voice Activity Detection: a Novel Approach for Multi-Speaker Diarization in a Dinner Party Scenario Ivan Medennikov M. Korenevsky Tatiana Prisyach Yuri Y. Khokhlov Mariya Korenevskaya ... Anton Mitrofanov A. Andrusenko Ivan Podluzhny A. Laptev A. Romanenko 183 233 0 14 May 2020
Proxy Experience Replay: Federated Distillation for Distributed Reinforcement Learning Han Cha Jihong Park Hyesung Kim M. Bennis Seong-Lyun Kim 104 31 0 13 May 2020
Jigsaw-VAE: Towards Balancing Features in Variational Autoencoders Saeid Asgari Taghanaki Mohammad Havaei Alex Lamb Aditya Sanghi Aram Danielyan Tonya Custis DRL 126 10 0 12 May 2020
A Simple Semi-Supervised Learning Framework for Object Detection Kihyuk Sohn Zizhao Zhang Chun-Liang Li Han Zhang Chen-Yu Lee Tomas Pfister 300 537 0 10 May 2020
Reinforcement Learning with Feedback Graphs Christoph Dann Yishay Mansour M. Mohri Ayush Sekhari Karthik Sridharan 121 9 0 07 May 2020
Data Augmentation via Mixed Class Interpolation using Cycle-Consistent Generative Adversarial Networks Applied to Cross-Domain ImageryInternational Conference on Pattern Recognition (ICPR), 2020 Hiroshi Sasaki Chris G. Willcocks T. Breckon 85 1 0 05 May 2020
Selecting Data Augmentation for Simulating Interventions Maximilian Ilse Jakub M. Tomczak Patrick Forré OOD CML 297 18 0 04 May 2020
Self-Training with Improved Regularization for Sample-Efficient Chest X-Ray Classification Deepta Rajan Jayaraman J. Thiagarajan Alexandros Karargyris Satyananda Kashyap 120 5 0 03 May 2020
Deep Generative Adversarial Residual Convolutional Networks for Real-World Super-Resolution Rao Muhammad Umer G. Foresti C. Micheloni 139 58 0 03 May 2020
On the Generalization Effects of Linear Transformations in Data AugmentationInternational Conference on Machine Learning (ICML), 2020 Sen Wu Hongyang R. Zhang Gregory Valiant Christopher Ré 265 87 0 02 May 2020
UXLA: A Robust Unsupervised Data Augmentation Framework for Zero-Resource Cross-Lingual NLPAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 M Saiful Bari Tasnim Mohiuddin Shafiq Joty 284 24 0 28 Apr 2020
The Ingredients of Real-World Robotic Reinforcement LearningInternational Conference on Learning Representations (ICLR), 2020 Henry Zhu Justin Yu Abhishek Gupta Dhruv Shah Kristian Hartikainen Avi Singh Vikash Kumar Sergey Levine OffRL 230 190 0 27 Apr 2020
Exploiting Defenses against GAN-Based Feature Inference Attacks in Federated LearningACM Transactions on Knowledge Discovery from Data (TKDD), 2020 Xinjian Luo Xiangqi Zhu FedML 578 29 0 27 Apr 2020
Dynamic Scale Training for Object Detection Yukang Chen Peizhen Zhang Zeming Li Yanwei Li Xinming Zhang Shiming Xiang Jian Sun Jiaya Jia ObjD 116 68 0 26 Apr 2020
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text ClassificationAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Jiaao Chen Zichao Yang Diyi Yang VLM 186 388 0 25 Apr 2020
Convex Representation Learning for Generalized Invariance in Semi-Inner-Product SpaceInternational Conference on Machine Learning (ICML), 2020 Yingyi Ma Vignesh Ganapathiraman Yaoliang Yu Xinhua Zhang 171 1 0 25 Apr 2020
Spectral Data Augmentation Techniques to quantify Lung Pathology from CT-imagesIEEE International Symposium on Biomedical Imaging (ISBI), 2020 Subhradeep Kayal Florian Dubost H. Tiddens Marleen de Bruijne OOD 67 3 0 24 Apr 2020
SIPA: A Simple Framework for Efficient Networks Gihun Lee Sangmin Bae Jaehoon Oh Seyoung Yun 76 1 0 24 Apr 2020
Supervised Contrastive Learning Prannay Khosla Piotr Teterwak Chen Wang Aaron Sarna Yonglong Tian Phillip Isola Aaron Maschinot Ce Liu Dilip Krishnan SSL 682 5,399 0 23 Apr 2020
YOLOv4: Optimal Speed and Accuracy of Object Detection Alexey Bochkovskiy Chien-Yao Wang H. Liao VLM ObjD 374 14,205 0 23 Apr 2020
MixPUL: Consistency-based Augmentation for Positive and Unlabeled Learning Tong Wei Feng Shi Hai Wang Wei-Wei Tu. Yu-Feng Li 117 12 0 20 Apr 2020
Data Augmentation Imbalance For Imbalanced Attribute Classification Yang Hu Xiaying Bai Pan Zhou Fanhua Shang Shengmei Shen CVBM 226 3 0 19 Apr 2020
ResNeSt: Split-Attention Networks Hang Zhang Chongruo Wu Zhongyue Zhang Yi Zhu Yanghua Peng ... Tong He Jonas W. Mueller R. Manmatha Mu Li Alex Smola 406 1,617 0 19 Apr 2020
DMT: Dynamic Mutual Training for Semi-Supervised LearningPattern Recognition (Pattern Recognit.), 2020 Zhengyang Feng Qianyu Zhou Qiqi Gu Xin Tan Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma 202 195 0 18 Apr 2020
Triplet Loss for Knowledge DistillationIEEE International Joint Conference on Neural Network (IJCNN), 2020 Hideki Oki Motoshi Abe J. Miyao Takio Kurita 93 17 0 17 Apr 2020