Label-Efficient Domain Generalization via Collaborative Exploration and Generalization

Author:

Yuan Junkun1,Ma Xu1,Chen Defang1,Kuang Kun2,Wu Fei3,Lin Lanfen1

Affiliation:

1. Zhejiang University, Hangzhou, China

2. Zhejiang University & Shanghai AI Laboratory, Hangzhou & Shanghai, China

3. Zhejiang University & Shanghai Institute for Advanced Study of Zhejiang University, Hangzhou & Shanghai, China

Funder

National Key Research and Development Program of China

Project by Shanghai AI Laboratory

the Starry Night Science Fund of Zhejiang University Shanghai Institute for Advanced Study

the Fundamental Research Funds for the Central Universities

Natural Science Foundation of Zhejiang Province

Young Elite Scientists Sponsorship Program by CAST

National Natural Science Foundation of China

Publisher

ACM

Reference73 articles.

1. Jordan T Ash , Chicheng Zhang , Akshay Krishnamurthy , John Langford , and Alekh Agarwal . 2020 . Deep batch active learning by diverse, uncertain gradient lower bounds . In International Conference on Learning Representations. Jordan T Ash, Chicheng Zhang, Akshay Krishnamurthy, John Langford, and Alekh Agarwal. 2020. Deep batch active learning by diverse, uncertain gradient lower bounds. In International Conference on Learning Representations.

2. Metareg: Towards domain generalization using meta-regularization;Balaji Yogesh;Advances in Neural Information Processing Systems,2018

3. David Berthelot , Nicholas Carlini , Ekin D Cubuk , Alex Kurakin , Kihyuk Sohn , Han Zhang , and Colin Raffel . 2020 . Remixmatch: Semi-supervised learning with distribution alignment and augmentation anchoring . International Conference on Learning Representation (2020). David Berthelot, Nicholas Carlini, Ekin D Cubuk, Alex Kurakin, Kihyuk Sohn, Han Zhang, and Colin Raffel. 2020. Remixmatch: Semi-supervised learning with distribution alignment and augmentation anchoring. International Conference on Learning Representation (2020).

4. David Berthelot , Nicholas Carlini , Ian Goodfellow , Nicolas Papernot , Avital Oliver , and Colin Raffel . 2019 . Mixmatch: A holistic approach to semi-supervised learning. Advances in Neural Information Processing Systems (2019). David Berthelot, Nicholas Carlini, Ian Goodfellow, Nicolas Papernot, Avital Oliver, and Colin Raffel. 2019. Mixmatch: A holistic approach to semi-supervised learning. Advances in Neural Information Processing Systems (2019).

5. Generalizing from several related classification tasks to a new unlabeled sample;Blanchard Gilles;Advances in Neural Information Processing Systems,2011

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