#183 · Primary category: Education & Research

transferlearning

deep-learning domain-adaptation domain-adaption domain-generalization few-shot few-shot-learning generalization machine-learning meta-learning paper papers representation-learning self-supervised-learning style-transfer survey theory transfer-learning transferlearning tutorial-code unsupervised-learning

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

Project last updated:02/18/25

GitHub Stars

14.3K

Forks

3.8K

Contributors

42

License

MIT

Why we included this project

Anyone doing research in transfer learning, domain adaptation, or domain generalization will find this hard to beat as a starting point. The maintainer has organized papers, tutorials, surveys, benchmark datasets, and runnable code into one index, so you can go from reading a survey to running a baseline without hopping between a dozen repositories. The code section is the practical core: it covers traditional and deep adaptation methods, domain generalization baselines, and distance-based approaches you can adapt for your own experiments. Because the list stays current and gets cited in conference and journal papers, it also serves as a solid anchor for literature reviews and related-work sections. It is a curated research map, not deployable software, but for finding the right method and dataset it saves real time.

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