diff --git a/docs/SST_AI.ipynb b/docs/SST_AI.ipynb
index 24acf18..e8f7e04 100644
--- a/docs/SST_AI.ipynb
+++ b/docs/SST_AI.ipynb
@@ -9028,30 +9028,6 @@
     "\n"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "9c022ae5-71e9-4048-91be-f4b0fcd19974",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "97976ebc-e618-4675-830d-3c0a09338566",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4e342fbf-cf65-47c8-a877-09df41c91767",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
   {
    "cell_type": "code",
    "execution_count": 43,
@@ -9063,27 +9039,53 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "bbec74d4-1604-4d97-a0a8-8389b1733f41",
+   "cell_type": "markdown",
+   "id": "af296553-f13b-410b-81a5-04222c4e9f8a",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "source": [
+    "<div class=\\\"alert alert-success\\\">\n",
+    "<i class=\\\"fa-check-circle fa\\\" style=\\\"font-size: 22px;color:#666;\\\"></i> <b>Key Points</b>\n",
+    "<br>\n",
+    "<ul>\n",
+    "   <li>HALPIx</li>\n",
+    "   <li>Access, read and get metadata from remote and local zarr</li>\n",
+    "   <li>Apply Cross Scattering Transform to fill missing values</li>\n",
+    "   </ul>\n",
+    "</div>"
+   ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "fa6f6e06-57e6-449a-a3d1-ea6aadcc570c",
+   "cell_type": "markdown",
+   "id": "f1475fba-d335-48cc-8566-5370a0169a41",
    "metadata": {},
-   "outputs": [],
    "source": [
-    " "
+    " ## References\n",
+    "\n",
+    "```{bibliography}\n",
+    ":style: alpha\n",
+    ":filter: topic % \"SST\" and not topic % \"package\"\n",
+    ":keyprefix: a-\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7bbf3c7c-6684-4edf-99cc-e30016b2d4a8",
+   "metadata": {},
+   "source": [
+    "## Packages citation\n",
+    "\n",
+    "```{bibliography}\n",
+    ":style: alpha\n",
+    ":filter: topic % \"SST\" and topic % \"package\"\n",
+    ":keyprefix: a-\n",
+    "```"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "767c113b-2a47-4d92-a5a5-cc4c60db3a80",
+   "id": "73378fb9-9e28-460b-9e4e-ff4e2e1f35d8",
    "metadata": {},
    "outputs": [],
    "source": []
diff --git a/docs/references.bib b/docs/references.bib
index 45e7f7a..577a74e 100644
--- a/docs/references.bib
+++ b/docs/references.bib
@@ -5,6 +5,7 @@ @misc{healpy-zonca2024
   title = {healpy/healpy: 1.17.1},
   publisher = {Zenodo},
   year = {2024},
+  topic = {SST, package},
   copyright = {Creative Commons Attribution 4.0 International}
 }
 @misc{foscat-delouis2024,
@@ -14,18 +15,21 @@ @misc{foscat-delouis2024
   title = {foscat/foscat: 3.0.33},
   publisher = {Github},
   year = {2024},
+  topic = {SST, package},
   copyright = {Creative Commons Attribution 4.0 International}
 }
 @article{jmdelouis2022,
-  doi = {10.48550/ARXIV.2207.12527},
-  url = {https://arxiv.org/abs/2207.12527},
-  author = {Delouis,  J. -M. and Allys,  E. and Gauvrit,  E. and Boulanger,  F.},
-  keywords = {Cosmology and Nongalactic Astrophysics (astro-ph.CO),  FOS: Physical sciences,  FOS: Physical sciences},
-  title = {Non-Gaussian modelling and statistical denoising of Planck dust polarization full-sky maps using scattering transforms},
-  publisher = {arXiv},
+  title = {Non-Gaussian modelling and statistical denoising of Planck dust polarisation full-sky maps using scattering transforms},
+  volume = {668},
+  ISSN = {1432-0746},
+  url = {http://dx.doi.org/10.1051/0004-6361/202244566},
+  DOI = {10.1051/0004-6361/202244566},
+  journal = {Astronomy &amp; Astrophysics},
+  publisher = {EDP Sciences},
+  author = {Delouis,  J.-M. and Allys,  E. and Gauvrit,  E. and Boulanger,  F.},
   year = {2022},
-  topic = {jmdelouis2022}
-  copyright = {Creative Commons Attribution 4.0 International}
+  month = dec,
+  pages = {A122}
 }
 
 @article{kogan1995-VCI,
@@ -121,7 +125,7 @@ @Article{numpy-harris2020
      doi           = {10.1038/s41586-020-2649-2},
      publisher     = {Springer Science and Business Media {LLC}},
      url           = {https://doi.org/10.1038/s41586-020-2649-2},
-     topic = {xarray, dask, package}
+     topic = {xarray, dask, SST, package}
 }
 
 @misc{rioxarray-snow2022,
@@ -169,7 +173,7 @@ @Article{matplotlib-Hunter2007
   publisher = {IEEE COMPUTER SOC},
   doi       = {10.1109/MCSE.2007.55},
   year      = 2007,
-  topic = {visualization, chunking, package}
+  topic = {SST, visualization, chunking, package}
 }
 
 @manual{cartopy-mo2010,
@@ -219,7 +223,7 @@ @misc{holoviews-rudiger2020
   version      = {v1.13.3},
   doi          = {10.5281/zenodo.3904606},
   url          = {https://doi.org/10.5281/zenodo.3904606},
-  topic = {visualization, dask, package}
+  topic = {SST, visualization, dask, package}
 }
 
 @misc{geopandas-jordahl2020,