Learning to Generalize: Meta-Learning for Domain Generalization

10 October 2017

Da Li

Yongxin Yang

Yi-Zhe Song

Timothy M. Hospedales

OOD

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Papers citing "Learning to Generalize: Meta-Learning for Domain Generalization"

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Title
Latent Causal Invariant Model Xinwei Sun Botong Wu Xiangyu Zheng Chang-Shu Liu Wei Chen Tao Qin Tie-Yan Liu OOD CML BDL 29 14 0 04 Nov 2020
TAMPC: A Controller for Escaping Traps in Novel Environments Sheng Zhong Zhenyuan Zhang Nima Fazeli Dmitry Berenson 28 7 0 23 Oct 2020
Unsupervised Neural Machine Translation for Low-Resource Domains via Meta-Learning Cheonbok Park Yunwon Tae Taehee Kim Soyoung Yang Mohammad Azam Khan Lucy Park Jaegul Choo 102 17 0 18 Oct 2020
Adversarial Learning for Zero-shot Domain Adaptation Jinghua Wang Jianmin Jiang GAN 32 15 0 11 Sep 2020
A Review of Single-Source Deep Unsupervised Visual Domain Adaptation Sicheng Zhao Xiangyu Yue Shanghang Zhang Bo-wen Li Han Zhao ... Ravi Krishna Joseph E. Gonzalez Alberto L. Sangiovanni-Vincentelli S. Seshia Kurt Keutzer 39 264 0 01 Sep 2020
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Pulkit Khandelwal Paul Yushkevich OOD 8 37 0 18 Aug 2020
Robust and Generalizable Visual Representation Learning via Random Convolutions Zhenlin Xu Deyi Liu Junlin Yang Colin Raffel Marc Niethammer OOD AAML 53 190 0 25 Jul 2020
Learning Variational Data Assimilation Models and Solvers Ronan Fablet Bertrand Chapron Lucas Drumetz É. Mémin O. Pannekoucke F. Rousseau 6 67 0 25 Jul 2020
Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization Shujun Wang Lequan Yu Caizi Li Chi-Wing Fu Pheng-Ann Heng OOD 26 191 0 18 Jul 2020
Learning to Learn with Variational Information Bottleneck for Domain Generalization Yingjun Du Jun Xu Huan Xiong Qiang Qiu Xiantong Zhen Cees G. M. Snoek Ling Shao BDL OOD 30 163 0 15 Jul 2020
Automated Synthetic-to-Real Generalization Wuyang Chen Zhiding Yu Zhangyang Wang Anima Anandkumar 17 68 0 14 Jul 2020
Learning to Generate Novel Domains for Domain Generalization Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 30 445 0 07 Jul 2020
Counterfactual Data Augmentation using Locally Factored Dynamics Silviu Pitis Elliot Creager Animesh Garg BDL OffRL 21 85 0 06 Jul 2020
Shape-aware Meta-learning for Generalizing Prostate MRI Segmentation to Unseen Domains Quande Liu Qi Dou Pheng-Ann Heng OOD 36 192 0 04 Jul 2020
Frustratingly Simple Domain Generalization via Image Stylization Nathan Somavarapu Chih-Yao Ma Z. Kira OOD 20 64 0 19 Jun 2020
Domain Generalization using Causal Matching Divyat Mahajan Shruti Tople Amit Sharma OOD 19 325 0 12 Jun 2020
Learning the geometry of wave-based imaging K. Kothari Maarten V. de Hoop Ivan Dokmanić AI4CE 27 8 0 10 Jun 2020
When does MAML Work the Best? An Empirical Study on Model-Agnostic Meta-Learning in NLP Applications Zequn Liu Ruiyi Zhang Yiping Song Wei Ju Ming Zhang 38 8 0 24 May 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 64 1,935 0 11 Apr 2020
Test-Time Adaptable Neural Networks for Robust Medical Image Segmentation Neerav Karani Ertunc Erdil K. Chaitanya E. Konukoglu OOD 23 162 0 09 Apr 2020
Online Meta-Learning for Multi-Source and Semi-Supervised Domain Adaptation Da Li Timothy M. Hospedales 22 102 0 09 Apr 2020
Sequential Learning for Domain Generalization Da Li Yongxin Yang Yi-Zhe Song Timothy M. Hospedales OOD 8 33 0 03 Apr 2020
Learning to Learn Single Domain Generalization Fengchun Qiao Long Zhao Xi Peng OOD 52 431 0 30 Mar 2020
Learning Meta Face Recognition in Unseen Domains Jianzhu Guo Xiangyu Zhu Chenxu Zhao Dong Cao Zhen Lei Stan Z. Li CVBM OOD 22 142 0 17 Mar 2020
Explainable Deep Classification Models for Domain Generalization Andrea Zunino Sarah Adel Bargal Riccardo Volpi M. Sameki Jianming Zhang Stan Sclaroff Vittorio Murino Kate Saenko FAtt 16 39 0 13 Mar 2020
Deep Domain-Adversarial Image Generation for Domain Generalisation Kaiyang Zhou Yongxin Yang Timothy M. Hospedales Tao Xiang OOD 215 405 0 12 Mar 2020
Meta-CoTGAN: A Meta Cooperative Training Paradigm for Improving Adversarial Text Generation Haiyan Yin Dingcheng Li Xu Li P. Li 37 23 0 12 Mar 2020
Towards Universal Representation Learning for Deep Face Recognition Yichun Shi Xiang Yu Kihyuk Sohn Manmohan Chandraker Anil K. Jain CVBM OOD 17 148 0 26 Feb 2020
Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation Hung-Yu Tseng Hsin-Ying Lee Jia-Bin Huang Ming-Hsuan Yang 32 387 0 23 Jan 2020
Domain-invariant Stereo Matching Networks Feihu Zhang Xiaojuan Qi Ruigang Yang V. Prisacariu B. Wah Philip Torr OOD 16 167 0 29 Nov 2019
Domain Generalization Using a Mixture of Multiple Latent Domains Toshihiko Matsuura Tatsuya Harada OOD 23 323 0 18 Nov 2019
Enhanced Meta-Learning for Cross-lingual Named Entity Recognition with Minimal Resources Qianhui Wu Zijia Lin Guoxin Wang Hui Chen Börje F. Karlsson Biqing Huang Chin-Yew Lin 16 68 0 14 Nov 2019
Generalizing to unseen domains via distribution matching Isabela Albuquerque João Monteiro Mohammad Javad Darvishi Bayazi T. Falk Ioannis Mitliagkas OOD 24 154 0 03 Nov 2019
Domain Generalization via Model-Agnostic Learning of Semantic Features Qi Dou Daniel Coelho De Castro Konstantinos Kamnitsas Ben Glocker OOD 57 685 0 29 Oct 2019
Domain-agnostic Question-Answering with Adversarial Training Seanie Lee Donggyu Kim Jangwon Park OOD 32 72 0 21 Oct 2019
EEG-Based Driver Drowsiness Estimation Using Feature Weighted Episodic Training Yuqi Cui Yifan Xu Dongrui Wu 19 62 0 25 Sep 2019
Open Compound Domain Adaptation Ziwei Liu Zhongqi Miao Xingang Pan Xiaohang Zhan Dahua Lin Stella X. Yu Boqing Gong 39 131 0 08 Sep 2019
Exploring Domain Shift in Extractive Text Summarization Danqing Wang Pengfei Liu Ming Zhong Jie Fu Xipeng Qiu Xuanjing Huang 21 36 0 30 Aug 2019
DIVA: Domain Invariant Variational Autoencoders Maximilian Ilse Jakub M. Tomczak Christos Louizos Max Welling DRL OOD 28 198 0 24 May 2019
A Generalization Error Bound for Multi-class Domain Generalization A. Deshmukh Yunwen Lei Srinagesh Sharma Ürün Dogan J. Cutler Clayton Scott 18 36 0 24 May 2019
Domain Generalization by Solving Jigsaw Puzzles Fabio Maria Carlucci A. DÍnnocente S. Bucci Barbara Caputo Tatiana Tommasi SSL 41 806 0 16 Mar 2019
Learning Robust Representations by Projecting Superficial Statistics Out Haohan Wang Zexue He Zachary Chase Lipton Eric P. Xing OOD 36 234 0 02 Mar 2019
Learning to see across Domains and Modalities Fabio Maria Carlucci 29 0 0 13 Feb 2019
Learning to Learn How to Learn: Self-Adaptive Visual Navigation Using Meta-Learning Mitchell Wortsman Kiana Ehsani Mohammad Rastegari Ali Farhadi Roozbeh Mottaghi SSL 25 222 0 03 Dec 2018
ProMP: Proximal Meta-Policy Search Jonas Rothfuss Dennis Lee I. Clavera Tamim Asfour Pieter Abbeel 29 209 0 16 Oct 2018
Domain Generalization with Domain-Specific Aggregation Modules A. DÍnnocente Barbara Caputo OOD 18 136 0 28 Sep 2018
Learning Invariances for Policy Generalization Rémi Tachet des Combes Philip Bachman H. V. Seijen 20 12 0 07 Sep 2018
Hallucinating Agnostic Images to Generalize Across Domains Fabio Maria Carlucci P. Russo Tatiana Tommasi Barbara Caputo OOD 37 14 0 03 Aug 2018
Best sources forward: domain generalization through source-specific nets Massimiliano Mancini Samuel Rota Buló Barbara Caputo Elisa Ricci TTA OOD 10 159 0 15 Jun 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 365 11,700 0 09 Mar 2017