Open Source Software

Summary

Open source software (OSS) is an essential component of our research activities. I open issues and submit pull requests for existing OSSes. To boost my research, I also develop and open-source (mostly machine learning) frameworks. I hope would be useful for the research community too.

Author

torchdistill: A Modular, Configuration-Driven Framework for Knowledge Distillation
sc2bench: Supervised Compression for Split Computing

Contributor

pytorch/torchvision: Datasets, Transforms and Models specific to Computer Vision
huggingface/transformers: Transformers: State-of-the-art Machine Learning for PyTorch, TensorFlow, and JAX.

Related Publications

SC2: Supervised Compression for Split Computing

arXiv

Yoshitomo Matsubara, Ruihan Yang, Marco Levorato, Stephan Mandt

Preprint Code

torchdistill: A Modular, Configuration-Driven Framework for Knowledge Distillation

ICPR 2020 Workshop on Reproducible Research in Pattern Recognition (RRPR)

Yoshitomo Matsubara

Paper Preprint Code