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Generalizing from a Few Examples: A Survey on Few-shot Learning
ACM Computing Surveys, 2021Quanming Yao, Lionel Ni, James Kwok
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Learning Processes and Learning Outcomes
1992Abstract : This paper summarizes our present knowledge and understanding of the processes and outcomes of learning. The basic idea about learning is that the outcomes of learning (e.g., propositional knowledge, procedural skills, mental models) reflect differences in learning processes (e.g., encoding skills, attention allocation, hypothesis generation)
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Federated Learning for Internet of Things: Recent Advances, Taxonomy, and Open Challenges
IEEE Communications Surveys and Tutorials, 2021Walid Saad, Ekram Hossain, Zhu Han
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A Comprehensive Survey on Transfer Learning
Proceedings of the IEEE, 2021Dongbo Xi, Fuzhen Zhuang, Zhiyuan Qi
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Deep learning shapes single-cell data analysis
Nature Reviews Molecular Cell Biology, 2022Dong Xu, Qin Ma
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Education and Information Technologies : Official Journal of the IFIP technical committee on Education
Ching-huei Chen, Ching Chang
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Ching-huei Chen, Ching Chang
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A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities
ACM Computing Surveys, 2023Subrota Kumar Mondal +2 more
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Swarm Learning for decentralized and confidential clinical machine learning
Nature, 2021Hartmut Schultze +2 more
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A Survey of Deep Active Learning
ACM Computing Surveys, 2022Zhihui Li, Pengzhen Ren, Xiaojun Chang
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