Pinned

1. deep_kolmogorov deep_kolmogorov Public

   Numerically Solving Parametric Families of High-Dimensional Kolmogorov Partial Differential Equations via Deep Learning (NeurIPS 2020)

   Python 22 9

2. robust_kolmogorov robust_kolmogorov Public

   Robust SDE-Based Variational Formulations for Solving Linear PDEs via Deep Learning (ICML 2022)

   Python 2 1

3. NeuralCompression NeuralCompression Public

   Forked from facebookresearch/NeuralCompression

   A collection of tools for neural compression enthusiasts. Featuring my work on Bits-Back coding with diffusion models, see projects/bits_back_diffusion.

   Python 1

4. oberwolfach_workshop oberwolfach_workshop Public

   Material for 'Mathematics of Deep Learning Workshop' (Invited Talk)

   Jupyter Notebook 17 4

5. theory2practice theory2practice Public

   Learning ReLU networks to high uniform accuracy is intractable (ICLR 2023)

   Python 1 1

6. sde_sampler sde_sampler Public

   Improved sampling via learned diffusions (ICLR2024) and an optimal control perspective on diffusion-based generative modeling (TMLR2024)

   Python 37 2