diff --git a/docs/notebooks/bench_omni_genie3.ipynb b/docs/notebooks/bench_omni_genie3.ipynb
index 21693e5..3671d42 100644
--- a/docs/notebooks/bench_omni_genie3.ipynb
+++ b/docs/notebooks/bench_omni_genie3.ipynb
@@ -14,7 +14,7 @@
     "tags": []
    },
    "source": [
-    "# benchmarking on omnipath\n"
+    "# Omnipath\n"
    ]
   },
   {
diff --git a/docs/notebooks/bench_perturbseq_genie3_transp.ipynb b/docs/notebooks/bench_perturbseq_genie3_transp.ipynb
index dd1f6b5..a863613 100644
--- a/docs/notebooks/bench_perturbseq_genie3_transp.ipynb
+++ b/docs/notebooks/bench_perturbseq_genie3_transp.ipynb
@@ -14,7 +14,7 @@
     "tags": []
    },
    "source": [
-    "# GENIE3"
+    "# Genome-wide perturb-seq"
    ]
   },
   {
diff --git a/docs/notebooks/bench_sroy_genie3_transp.ipynb b/docs/notebooks/bench_sroy_genie3_transp.ipynb
index 936c44e..de86060 100644
--- a/docs/notebooks/bench_sroy_genie3_transp.ipynb
+++ b/docs/notebooks/bench_sroy_genie3_transp.ipynb
@@ -1,5 +1,13 @@
 {
  "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "905bf94a",
+   "metadata": {},
+   "source": [
+    "# Mc Calla et al."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 1,