- Install the latest version through pip:
pip install git+https://github.com/qiauil/distrans - Install locally: Download the repository and run
./install.shorpip install .
- Distribution transformation from Gaussian: gaussian.ipynb
- Transform moons distribution to swiss distribution: moons2swiss.ipynb
This work is part of our physics-based deep learning research, please visit the website of our research group at TUM for more information.
- Denoising Diffusion Probabilistic Models, Jonathan Ho, Ajay Jain and Pieter Abbeel, NeurIPS, 2020
- Diffusion Models Beat GANs on Image Synthesis, Prafulla Dhariwal and Alex Nichol, NeurIPS, 2021
- Flow Matching for Generative Modeling, Yaron Lipman, Ricky T. Q. Chen, Heli Ben-Hamu, Maximilian Nickel, and Matthew Le, ICLR, 2023
- Improving and generalizing flow-based generative models with minibatch optimal transport, Alexander Tong, Kilian Fatras, Nikolay Malkin, Guillaume Huguet, Yanlei Zhang, Jarrid Rector-Brooks, Guy Wolf and Yoshua Bengio, TMLR, 2024
- An introduction to Flow Matching, Fjelde, Tor and Mathieu, Emile and Dutordoir, Vincent, 2024