pip install lio
or
git clone https://github.com/YivanZhang/lio.git
pip install -e .
Most of the modules are designed as small (higher-order) functions.
Feel free to copy-paste only what you need for your existing workflow to reduce dependencies.
-
Approximating Instance-Dependent Noise via Instance-Confidence Embedding
Yivan Zhang and Masashi Sugiyama
[arXiv] [code] -
Learning Noise Transition Matrix from Only Noisy Labels via Total Variation Regularization
Yivan Zhang, Gang Niu, and Masashi Sugiyama
[arXiv] [ICML'21] [poster] [code] -
Learning from Aggregate Observations
Yivan Zhang, Nontawat Charoenphakdee, Zhenguo Wu, and Masashi Sugiyama
[arXiv] [NeurIPS'20] [poster] -
Learning from Indirect Observations
Yivan Zhang, Nontawat Charoenphakdee, and Masashi Sugiyama
[arXiv]