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Code repository for paper: A score-based filter for nonlinear data assimilation

Jupyter Notebook 8 Updated Nov 5, 2024

Official repository for the Monte Carlo guided Diffusion for Bayesian linear inverse problems paper:

Python 13 3 Updated Apr 3, 2024

Generative diffusion conditional sampling

Python 2 Updated Sep 17, 2024

This is the Rust course used by the Android team at Google. It provides you the material to quickly teach Rust.

Rust 27,888 1,666 Updated Nov 4, 2024

Forward-backward conditional sampling

Python 7 Updated Aug 11, 2024
Jupyter Notebook 1 Updated Mar 1, 2024

code for paper "Entropy-regularized Diffusion Policy with Q-Ensembles for Offline Reinforcement Learning"

Python 7 1 Updated Feb 24, 2024

On Feynman--Kac training of partial Bayesian neural networks

Python 6 Updated Feb 23, 2024

Code repository for Particle Denoising Diffusion Sampler

Python 10 Updated Apr 2, 2024

Gradient-informed particle MCMC methods

Python 11 Updated Jan 29, 2024

This repository contains codes related to paper "Efficient Projection Filter Algorithm for Stochastic Dynamical Systems with Correlated Noises and State-Dependent Measurement Covariance" which can …

Python 2 Updated Jan 9, 2024

Forward mode laplacian implemented in JAX tracer

Python 29 1 Updated Nov 3, 2024

Posterior Sampling using Latent Diffusion

Jupyter Notebook 139 14 Updated Dec 18, 2023

Custom CSS and Formatting of RISE slides

Jupyter Notebook 3 1 Updated Mar 3, 2021

PyTorch Implementation of Diffusion Schrodinger Bridge Matching

Python 118 5 Updated May 28, 2023

Parallel-in-Time ODE Filters in Jax

Python 6 Updated May 27, 2024

[ICLR 2024] Controlling Vision-Language Models for Universal Image Restoration. 5th place in the NTIRE 2024 Restore Any Image Model in the Wild Challenge.

Python 659 33 Updated Aug 7, 2024

Foundations and Applications

HTML 89 14 Updated Jun 16, 2020

A Scanning Tunneling Microscope Project

Python 932 102 Updated Aug 7, 2024

Optimal transport tools implemented with the JAX framework, to get differentiable, parallel and jit-able computations.

Python 521 80 Updated Nov 6, 2024

PennyLane is a cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Train a quantum computer the same way as a neural network.

Python 2,341 602 Updated Nov 7, 2024

The companion code for the paper "Variational inference via Wasserstein gradient flows (W-VI) M. Lambert, S. Chewi, F. Bach, S. Bonnabel, P. Rigollet."

Python 8 Updated Feb 1, 2023

Matrix-free linear algebra in JAX.

Python 101 2 Updated Sep 10, 2024

PyTorch Implementation of DSB for Score Based Generative Modeling. Experiments managed using Hydra.

Python 144 16 Updated Nov 23, 2021

Tutorial materials of the Probabilistic Numerics Spring School.

Jupyter Notebook 34 6 Updated May 10, 2023

Stochastic filtering with moment representation

Python 7 Updated Mar 27, 2023

Variational Filtering via Wasserstein Gradient Flow

Python 5 1 Updated Jun 11, 2023

Auxiliary Kalman and particle Gibbs samplers for Feynman-Kac (state-space) models.

Python 7 1 Updated Sep 26, 2024
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