mackelab / simformerLinks
Combination of transformers and diffusion models for flexible all-in-one simulation-based inference
☆75Updated 5 months ago
Alternatives and similar repositories for simformer
Users that are interested in simformer are comparing it to the libraries listed below
Sorting:
- Community-sourced list of papers and resources on neural simulation-based inference.☆138Updated last month
- Simulation-based inference in JAX☆41Updated 2 weeks ago
- Likelihood-free AMortized Posterior Estimation with PyTorch☆131Updated last year
- Simulation-based inference benchmark☆106Updated 10 months ago
- Conditional density estimation with neural networks☆35Updated 10 months ago
- MCHMC: sampler from an arbitrary differentiable distribution☆75Updated this week
- A system for scientific simulation-based inference at scale.☆164Updated last year
- Probabilistic modeling of tabular data with normalizing flows.☆58Updated this week
- Normalizing-flow enhanced sampling package for probabilistic inference in Jax☆254Updated last month
- ☆203Updated last month
- SBI Workshop jointly by Helmholtz AI + ML ⇌ Science Colaboratory☆23Updated 2 years ago
- Fast, lightweight and parallelised simulation-based inference in JAX.☆22Updated last month
- ☆30Updated 2 years ago
- Learning Robust Statistics for Simulation-Based Inference Under Model Misspecification (Huang et al., Neurips 2023)☆11Updated 4 months ago
- Lightweight library of stochastic gradient MCMC algorithms written in JAX.☆105Updated 2 years ago
- Probabilistic Programming and Nested sampling in JAX☆213Updated 3 weeks ago
- Code for Gaussian Score Matching Variational Inference☆35Updated 9 months ago
- Stainless neural networks in JAX☆34Updated 3 months ago
- Minimal JAX implementation of k-nearest neighbors using a k-d tree.☆50Updated 4 months ago
- Generative models with JAX.☆20Updated 11 months ago
- A simple implementation of Hamiltonian Monte Carlo in JAX.☆21Updated last year
- Density Estimation Likelihood-Free Inference with neural density estimators and adaptive acquisition of simulations☆110Updated 2 years ago
- Gradient Based Nested Sampling☆20Updated last year
- Unleash the true power of scheduling☆33Updated 8 months ago
- Bind any function written in another language to JAX with support for JVP/VJP/batching/jit compilation☆75Updated 2 months ago
- ☆11Updated 2 years ago
- A generic interface for linear algebra backends☆75Updated 3 weeks ago
- Diagnostics for Conditional Density Estimators and Bayesian Inference Algorithms☆15Updated 3 years ago
- Gaussian Mixture Models in Jax☆23Updated 4 months ago
- nessai: Nested Sampling with Artificial Intelligence☆43Updated last week