Awesome Amortized Inference

Awesome Contributions Welcome License: CC0

Welcome to the Awesome Amortized Inference repository! This is a curated list of resources, including reviews, software, papers, and other resources related to amortized inference. Feel free to explore the entries below and use the provided BibTeX information for citation purposes. This is a community-driven project which is currently maintained by Marvin Schmitt. Contributions are always welcome, see CONTRIBUTING.md for a contribution guide 🧡

This list currently has some overlap with the awesome-neural-sbi list (Link) because amortized inference has gained popularity in the context of simulation-based inference (SBI) with neural networks. However, there is a trend towards broader amortized inference methods that are not necessarily simulation-based. This list aims to cover all amortized inference methods, including but not limited to simulation-based inference. We highly recommend checking out these lists for more resources on modern simulation-based inference:

Contents

Review Articles

Software

Methodological Papers

Application Papers