mackelab / neuralgbiLinks
Richard @rdgao & Michael @michaeldeistler: using neural network-based regression and density estimation for Generalized Bayesian Inference
☆10Updated 2 years ago
Alternatives and similar repositories for neuralgbi
Users that are interested in neuralgbi are comparing it to the libraries listed below
Sorting:
- SBI Workshop jointly by Helmholtz AI + ML ⇌ Science Colaboratory☆23Updated 2 years ago
- Combination of transformers and diffusion models for flexible all-in-one simulation-based inference☆69Updated last month
- Conditional density estimation with neural networks☆32Updated 6 months ago
- Project repo for gpSLDS☆11Updated 7 months ago
- PyBADS: Bayesian Adaptive Direct Search optimization algorithm for model fitting in Python☆75Updated 6 months ago
- A generalised Gaussian process method for learning vector fields over non-Euclidean domains. Particularly useful for EEG data analysis an…☆24Updated 9 months ago
- Simulation-based inference in JAX☆33Updated 3 months ago
- Bayesian learning and inference for state space models (SSMs) using Google Research's JAX as a backend☆61Updated last year
- Hierarchical neural implicit inference over event ensembles. Code repository associated with https://arxiv.org/abs/2306.12584.☆13Updated 2 years ago
- ☆23Updated last year
- PyVBMC: Variational Bayesian Monte Carlo algorithm for posterior and model inference in Python☆120Updated 6 months ago
- Demixed Shared Component Analysis☆13Updated 4 years ago
- Toolbox for laminar inference with MEG☆18Updated 2 months ago
- Community-sourced list of papers and resources on neural simulation-based inference.☆121Updated 2 months ago
- Probabilistic programming framework for signal inference algorithms that operate regardless of the underlying grids and their resolutions☆34Updated this week
- Gaussian Process Factor Analysis with Dynamical Structure☆17Updated 4 years ago
- Differentiable and gpu enabled fast wavelet transforms in JAX.☆45Updated last year
- Density estimation likelihood-free inference. No longer actively developed see https://github.com/mackelab/sbi instead☆73Updated 5 years ago
- Development of HSSM package☆96Updated this week
- Fast, lightweight and parallelised simulation-based inference in JAX.☆18Updated last week
- This repository contains research code for the paper "Generating realistic neurophysiological time series with denoising diffusion probab…☆78Updated 3 months ago
- Benchmark for Brain Computer Interface methods☆17Updated 6 months ago
- Estimating Noise Correlations in Neural Populations with Wishart Processes☆8Updated last year
- PyTorch Lightning utilities that make it easier to train and evaluate deep models for the Neural Latents Benchmark.☆8Updated 2 years ago
- HiDimStat: High-dimensional statistical inference tool for Python☆25Updated 3 weeks ago
- first version☆15Updated 3 years ago
- Gaussian Mixture Models in Jax☆21Updated 3 weeks ago
- Tikhonov regression in python☆32Updated last year
- MultiViewICA: Modeling shared sources☆29Updated 3 years ago
- Neuronal Network Meanfield Toolbox - official documentation: https://nnmt.readthedocs.io☆13Updated last year