Unsupervised Data Augmentation for Consistency Training

29 April 2019

Papers citing "Unsupervised Data Augmentation for Consistency Training"

50 / 414 papers shown

Title
Uncertainty-aware Self-training for Low-resource Neural Sequence Labeling J. Wang Chengyu Wang Jun Huang Ming Gao Aoying Zhou BDL UQLM NoLa 45 4 0 17 Feb 2023
Learning from Noisy Labels with Decoupled Meta Label Purifier Yuanpeng Tu Boshen Zhang Yuxi Li Liang Liu Jian Li Yabiao Wang Chengjie Wang C. Zhao NoLa 49 27 0 14 Feb 2023
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation Chuanglu Zhu Kebin Liu Wenqi Tang Ke Mei Jiaqi Zou Tiejun Huang 57 1 0 14 Feb 2023
AutoWS: Automated Weak Supervision Framework for Text Classification Abhinav Bohra Huy-Thanh Nguyen Devashish Khatwani NoLa 27 0 0 07 Feb 2023
Multi-organ segmentation: a progressive exploration of learning paradigms under scarce annotation Shiman Li Haoran Wang Yucong Meng Chenxi Zhang Zhijian Song 35 6 0 07 Feb 2023
FedFA: Federated Feature Augmentation Tianfei Zhou E. Konukoglu OOD FedML 25 28 0 30 Jan 2023
SoftMatch: Addressing the Quantity-Quality Trade-off in Semi-supervised Learning Hao Chen R. Tao Yue Fan Yidong Wang Jindong Wang Bernt Schiele Xingxu Xie Bhiksha Raj Marios Savvides 22 141 0 26 Jan 2023
FewShotTextGCN: K-hop neighborhood regularization for few-shot learning on graphs Niels van der Heijden Ekaterina Shutova H. Yannakoudakis 23 0 0 25 Jan 2023
Improving Open-Set Semi-Supervised Learning with Self-Supervision Erik Wallin Lennart Svensson Fredrik Kahl Lars Hammarstrand 34 6 0 24 Jan 2023
SemPPL: Predicting pseudo-labels for better contrastive representations Matko Bovsnjak Pierre Harvey Richemond Nenad Tomašev Florian Strub Jacob Walker Felix Hill Lars Buesing Razvan Pascanu Charles Blundell Jovana Mitrović SSL VLM 41 9 0 12 Jan 2023
A Distinct Unsupervised Reference Model From The Environment Helps Continual Learning Seyyed Amirhossein Ameli Kalkhoran Mohammadamin Banayeeanzade Mahdi Samiei M. Baghshah BDL CLL 23 0 0 11 Jan 2023
Semi-Supervised Learning with Pseudo-Negative Labels for Image Classification Hao Xu Hui Xiao Huazheng Hao Li Dong Xiaojie Qiu Chengbin Peng VLM SSL 13 22 0 10 Jan 2023
Mask-then-Fill: A Flexible and Effective Data Augmentation Framework for Event Extraction Jun Gao Changlong Yu Wei Wang Huan Zhao Ruifeng Xu 23 33 0 06 Jan 2023
Semi-MAE: Masked Autoencoders for Semi-supervised Vision Transformers Haojie Yu Kangnian Zhao Xiaoming Xu ViT 31 1 0 04 Jan 2023
Self Meta Pseudo Labels: Meta Pseudo Labels Without The Teacher Kei-Sing Ng Qingchen Wang VLM 21 1 0 27 Dec 2022
On-the-fly Denoising for Data Augmentation in Natural Language Understanding Tianqing Fang Wenxuan Zhou Fangyu Liu Hongming Zhang Yangqiu Song Muhao Chen 41 1 0 20 Dec 2022
Is GPT-3 a Good Data Annotator? Bosheng Ding Chengwei Qin Linlin Liu Yew Ken Chia Shafiq R. Joty Boyang Albert Li Lidong Bing 24 233 0 20 Dec 2022
Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations Xinxi Lyu Sewon Min Iz Beltagy Luke Zettlemoyer Hannaneh Hajishirzi VLM 22 62 0 19 Dec 2022
Boosting Semi-Supervised Learning with Contrastive Complementary Labeling Qinyi Deng Yong Guo Zhibang Yang Haolin Pan Jian Chen 35 10 0 13 Dec 2022
Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation Zhen Zhao Lihe Yang Sifan Long Jimin Pi Luping Zhou Jingdong Wang 31 73 0 09 Dec 2022
Adaptive Self-Training for Object Detection Renaud Vandeghen Gilles Louppe Marc Van Droogenbroeck ObjD 38 7 0 07 Dec 2022
Dist-PU: Positive-Unlabeled Learning from a Label Distribution Perspective Yunrui Zhao Qianqian Xu Yangbangyan Jiang Peisong Wen Qingming Huang 27 37 0 06 Dec 2022
Rethinking Backdoor Data Poisoning Attacks in the Context of Semi-Supervised Learning Marissa Connor Vincent Emanuele SILM AAML 14 1 0 05 Dec 2022
Semi-Supervised Heterogeneous Graph Learning with Multi-level Data Augmentation Yingxi Chen Siwei Qiang Mingming Ha Xiaolei Liu Shaoshuai Li Lingfeng Yuan Xiaobo Guo Zheng Hua Zhu 19 2 0 30 Nov 2022
Learning with Partial Labels from Semi-supervised Perspective Ximing Li Yuanzhi Jiang C. Li Yiyuan Wang Jihong Ouyang SSL 23 15 0 24 Nov 2022
Evolutionary Generalized Zero-Shot Learning Dubing Chen Haofeng Zhang Yang Long VLM 34 1 0 23 Nov 2022
Semi-Supervised Lifelong Language Learning Ying Zhao Yinhe Zheng Yu Bowen Zhiliang Tian Dongkyu Lee Jian Sun Haiyang Yu Yongbin Li N. Zhang CLL KELM 43 3 0 23 Nov 2022
Teaching Structured Vision&Language Concepts to Vision&Language Models Sivan Doveh Assaf Arbelle Sivan Harary Rameswar Panda Roei Herzig ... Donghyun Kim Raja Giryes Rogerio Feris S. Ullman Leonid Karlinsky VLM CoGe 53 70 0 21 Nov 2022
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic Segmentation Zhen Zhao Sifan Long Jimin Pi Jingdong Wang Luping Zhou 23 29 0 21 Nov 2022
An Embarrassingly Simple Baseline for Imbalanced Semi-Supervised Learning Haoxing Chen Yue Fan Yidong Wang Jindong Wang Bernt Schiele Xingxu Xie Marios Savvides Bhiksha Raj 32 12 0 20 Nov 2022
ConNER: Consistency Training for Cross-lingual Named Entity Recognition Ran Zhou Xin Li Lidong Bing Erik Cambria Luo Si Chun Miao 42 18 0 17 Nov 2022
Video Unsupervised Domain Adaptation with Deep Learning: A Comprehensive Survey Yuecong Xu Haozhi Cao Zhenghua Chen Xiaoli Li Lihua Xie Jianfei Yang 24 14 0 17 Nov 2022
Gradient Imitation Reinforcement Learning for General Low-Resource Information Extraction Xuming Hu Shiao Meng Chenwei Zhang Xiangli Yang Lijie Wen Irwin King Philip S. Yu 52 0 0 11 Nov 2022
Impact of Adversarial Training on Robustness and Generalizability of Language Models Enes Altinisik Hassan Sajjad H. Sencar Safa Messaoud Sanjay Chawla AAML 21 8 0 10 Nov 2022
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Yu Meng Martin Michalski Jiaxin Huang Yu Zhang Tarek F. Abdelzaher Jiawei Han VLM 51 46 0 06 Nov 2022
Learning to Infer from Unlabeled Data: A Semi-supervised Learning Approach for Robust Natural Language Inference Mobashir Sadat Cornelia Caragea 21 2 0 05 Nov 2022
Data Models for Dataset Drift Controls in Machine Learning With Optical Images Luis Oala Marco Aversa Gabriel Nobis Kurt Willis Yoan Neuenschwander ... E. Pomarico Wojciech Samek Roderick Murray-Smith Christoph Clausen B. Sanguinetti 28 5 0 04 Nov 2022
Latent Prompt Tuning for Text Summarization Yubo Zhang Xingxing Zhang Xun Wang Si-Qing Chen Furu Wei VLM 35 9 0 03 Nov 2022
The Perils of Learning From Unlabeled Data: Backdoor Attacks on Semi-supervised Learning Virat Shejwalkar Lingjuan Lyu Amir Houmansadr AAML 27 10 0 01 Nov 2022
Zero-Shot Text Classification with Self-Training Ariel Gera Alon Halfon Eyal Shnarch Yotam Perlitz L. Ein-Dor Noam Slonim VLM 28 59 0 31 Oct 2022
Learning New Tasks from a Few Examples with Soft-Label Prototypes Avyav Kumar Singh Ekaterina Shutova H. Yannakoudakis VLM 27 0 0 31 Oct 2022
Counterfactual Data Augmentation via Perspective Transition for Open-Domain Dialogues Jiao Ou Jinchao Zhang Yang Feng Jie Zhou 36 13 0 30 Oct 2022
Differentiable Data Augmentation for Contrastive Sentence Representation Learning Tianduo Wang Wei Lu SSL 32 9 0 29 Oct 2022
When does mixup promote local linearity in learned representations? Arslan Chaudhry A. Menon Andreas Veit Sadeep Jayasumana Srikumar Ramalingam Surinder Kumar 28 1 0 28 Oct 2022
Weakly Supervised Data Augmentation Through Prompting for Dialogue Understanding Maximillian Chen Alexandros Papangelis Chenyang Tao Andrew Rosenbaum Seokhwan Kim Yang Liu Zhou Yu Dilek Z. Hakkani-Tür 39 32 0 25 Oct 2022
GliTr: Glimpse Transformers with Spatiotemporal Consistency for Online Action Prediction Samrudhdhi B. Rangrej Kevin J Liang Tal Hassner James J. Clark 27 3 0 24 Oct 2022
Controller-Guided Partial Label Consistency Regularization with Unlabeled Data Qian-Wei Wang Bowen Zhao Mingyan Zhu Tianxiang Li Zimo Liu Shutao Xia 33 2 0 20 Oct 2022
Robustness of Demonstration-based Learning Under Limited Data Scenario Hongxin Zhang Yanzhe Zhang Ruiyi Zhang Diyi Yang 40 13 0 19 Oct 2022
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study Xin Xu Xiang Chen Ningyu Zhang Xin Xie Xi Chen Huajun Chen 29 10 0 19 Oct 2022
PeerDA: Data Augmentation via Modeling Peer Relation for Span Identification Tasks Weiwen Xu Xin Li Yang Deng W. Lam Lidong Bing 34 9 0 17 Oct 2022