Merge branch 'main' of https://github.com/marvinschmitt/awesome-amort…

…ized-inference

README.md

@@ -12,7 +12,7 @@ Contribution guide will follow ASAP.
   Papamakarios, George, Nalisnick, Eric, Rezende, Danilo Jimenez, Mohamed, Shakir, Lakshminarayanan, Balaji
 <details>
 <summary>Show BibTeX</summary>
-<pre>```
+<pre><code>
 @article{papamakarios2021normalizing,
     category = {overview},
     numpages = {64},
@@ -28,7 +28,7 @@ Contribution guide will follow ASAP.
     title = {Normalizing flows for probabilistic modeling and inference},
     author = {Papamakarios, George and Nalisnick, Eric and Rezende, Danilo Jimenez and Mohamed, Shakir and Lakshminarayanan, Balaji}
 }
-```</pre>
+</code></pre>
 </details>
 
 
@@ -39,7 +39,7 @@ Contribution guide will follow ASAP.
   [Link](https://bayesflow.org/)
 <details>
 <summary>Show BibTeX</summary>
-<pre>```
+<pre><code>
 @article{radev2023bayesflow,
     category = {software},
     journal = {Journal of Open Source Software},
@@ -53,7 +53,7 @@ Contribution guide will follow ASAP.
     url = {https://bayesflow.org/},
     doi = {10.21105/joss.05702}
 }
-```</pre>
+</code></pre>
 </details>
 
 
@@ -62,7 +62,7 @@ Contribution guide will follow ASAP.
   [Link](https://sbi-dev.github.io/sbi/latest/)
 <details>
 <summary>Show BibTeX</summary>
-<pre>```
+<pre><code>
 @article{tejero-cantero2020sbi,
     category = {software},
     journal = {Journal of Open Source Software},
@@ -76,7 +76,7 @@ Contribution guide will follow ASAP.
     url = {https://sbi-dev.github.io/sbi/latest/},
     doi = {10.21105/joss.02505}
 }
-```</pre>
+</code></pre>
 </details>
 
 
@@ -87,7 +87,7 @@ Contribution guide will follow ASAP.
   [Link](http://dx.doi.org/10.1103/PhysRevLett.130.171403)
 <details>
 <summary>Show BibTeX</summary>
-<pre>```
+<pre><code>
 @article{dax2023neural,
     category = {paper},
     year = {2023},
@@ -101,15 +101,15 @@ Contribution guide will follow ASAP.
     volume = {130},
     title = {Neural Importance Sampling for Rapid and Reliable Gravitational-Wave Inference}
 }
-```</pre>
+</code></pre>
 </details>
 
 
 - **JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models**
   Radev, Stefan T., Schmitt, Marvin, Pratz, Valentin, Picchini, Umberto, K\"othe, Ullrich, B\"urkner, Paul-Christian
 <details>
 <summary>Show BibTeX</summary>
-<pre>```
+<pre><code>
 @inproceedings{radev2023jana,
     category = {paper},
     publisher = {PMLR},
@@ -122,7 +122,7 @@ Contribution guide will follow ASAP.
     author = {Radev, Stefan T. and Schmitt, Marvin and Pratz, Valentin and Picchini, Umberto and K\"othe, Ullrich and B\"urkner, Paul-Christian},
     title = {{JANA: Jointly Amortized Neural Approximation of Complex Bayesian Models}}
 }
-```</pre>
+</code></pre>
 </details>
 
 
@@ -131,7 +131,7 @@ Contribution guide will follow ASAP.
   [Link](https://arxiv.org/abs/2405.05398)
 <details>
 <summary>Show BibTeX</summary>
-<pre>```
+<pre><code>
 @misc{orozco2024aspire,
     category = {paper},
     url = {https://arxiv.org/abs/2405.05398},
@@ -140,7 +140,7 @@ Contribution guide will follow ASAP.
     title = {ASPIRE: Iterative Amortized Posterior Inference for Bayesian Inverse Problems},
     author = {Rafael Orozco and Ali Siahkoohi and Mathias Louboutin and Felix J. Herrmann}
 }
-```</pre>
+</code></pre>
 </details>