Update README.md

README.md

@@ -2,12 +2,21 @@
 language: en
 tags:
 - pythae
+- reproducibility
 license: apache-2.0
 ---
 
-### Downloading this model from the Hub
 This model was trained with pythae. It can be downloaded or reloaded using the method `load_from_hf_hub`
 ```python
 >>> from pythae.models import AutoModel
->>> model = AutoModel.load_from_hf_hub(hf_hub_path="your_hf_username/repo_name")
+>>> model = AutoModel.load_from_hf_hub(hf_hub_path="clementchadebec/reproduced_hvae")
 ```
+
+## Reproducibility
+This trained model reproduces the results of Table 1 in [1].
+
+| Model | Dataset | Metric | Obtained value | Reference value |
+|:---:|:---:|:---:|:---:|:---:|
+| HVAE (n_lf=4) | Binary MNiST | NLL (1000 IS) |  | 86.40 |
+
+[1] Samlimans, T. et al, *Markov chain monte carlo and variational inference: Bridging the gap*, ICML 2015