Perturbation-Based Two-Stage Multi-Domain Active Learning

Author:

He Rui1ORCID,Dai Zeyu2ORCID,He Shan3ORCID,Tang Ke4ORCID

Affiliation:

1. Southern University of Science and Technology & University of Birmingham, Shenzhen / Birmingham, China

2. The Hong Kong Polytechnic University & Southern University of Science and Technology, Hong Kong, Hong Kong

3. University of Birmingham, Birmingham, United Kingdom

4. Southern University of Science and Technology, Shenzhen, China

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

Publisher

ACM

Reference24 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 Proceedings of the 8th International Conference on Learning Representations. Addis Ababa, Ethiopia. Jordan T. Ash, Chicheng Zhang, Akshay Krishnamurthy, John Langford, and Alekh Agarwal. 2020. Deep batch active learning by diverse, uncertain gradient lower bounds. In Proceedings of the 8th International Conference on Learning Representations. Addis Ababa, Ethiopia.

2. Konstantinos Bousmalis , George Trigeorgis , Nathan Silberman , Dilip Krishnan , and Dumitru Erhan . 2016 . Domain Separation Networks . In Proceedings of the Annual Conference on Neural Information Processing Systems 2016. Barcelona, Spain, 343--351. Konstantinos Bousmalis, George Trigeorgis, Nathan Silberman, Dilip Krishnan, and Dumitru Erhan. 2016. Domain Separation Networks. In Proceedings of the Annual Conference on Neural Information Processing Systems 2016. Barcelona, Spain, 343--351.

3. Minmin Chen , Zhixiang Eddie Xu , Kilian Q. Weinberger, and Fei Sha. 2012 . Marginalized de noising autoencoders for domain adaptation. (June 2012). Minmin Chen, Zhixiang Eddie Xu, Kilian Q. Weinberger, and Fei Sha. 2012. Marginalized denoising autoencoders for domain adaptation. (June 2012).

4. Multinomial Adversarial Networks for Multi-Domain Text Classification

5. Imre Csiszár . 1975. I-divergence geometry of probability distributions and minimization problems. The annals of probability ( 1975 ), 146--158. Imre Csiszár. 1975. I-divergence geometry of probability distributions and minimization problems. The annals of probability (1975), 146--158.

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