zero-shot learning, one-shot learning and few-shot learning paper list
Wei Wang, Vincentwenchen Zheng, Han Yu, Chunyan Miao. "A survey of zero-shot learning: Settings, methods, and applications". TIST (2019). [pdf]
Yongqin Xian, Christoph H. Lampert, Bernt Schiele, Zeynep Akata. "Zero-Shot Learning—A Comprehensive Evaluation of the Good, the Bad and the Ugly". TPAMI (2018). [pdf]
张鲁宁, 左信, 刘建伟. "零样本学习研究进展". 自动化学报 (2020). [pdf]
潘崇煜, 黄健, 郝建国, 龚建兴, 张中杰. "融合零样本学习和小样本学习的弱监督机器学习方法综述". 系统工程与电子技术 (2020). [pdf]
Ziming Zhang, V enkatesh Saligrama. "Zero-Shot Learning via Semantic Similarity Embedding". ICCV (2015). [pdf]
Christoph H. Lampert, Hannes Nickisch, Stefan Harmeling. "Learning To Detect Unseen Object Classes by Between-Class Attribute Transfer". CVPR (2009). [pdf]
Guo-Jun Qi, Jiebo Luo. "Small Data Challenges in Big Data Era: A Survey of Recent Progress on Unsupervised and Semi-Supervised Methods". arXiv (2019). [pdf]
Yaqing Wang, Quanming Yao, James T. Kwok, Lionel M. Ni. "Generalizing from a Few Examples: A Survey on Few-shot Learning". CSUR (2020). [pdf]