diff --git a/topological-quantum-phases/QSHI_trivial.demoinfo.yaml b/topological-quantum-phases/QSHI_trivial.demoinfo.yaml
index 33eeab98cb740babce23059e5df75f6852c60aca..ae07408fe329e513bffc87e9f1bc8c488eda06b7 100644
--- a/topological-quantum-phases/QSHI_trivial.demoinfo.yaml
+++ b/topological-quantum-phases/QSHI_trivial.demoinfo.yaml
@@ -1,6 +1,6 @@
 title: "Prediction of topological quantum phase transitions"
 logicalPath: "/data/shared/tutorialsNew/topological-quantum-phases/QSHI_trivial.bkr"
-authors: ["Ahmetcik, Emre", "Ziletti, Angelo", "Ouyang, Runhai", "Ghiringhelli, Luca", "Scheffler, Matthias"]
+authors: ["Mera Acosta, Carlos", "Ahmetcik, Emre", "Carbogno, Christian", "Ouyang, Runhai", "Fazzio, Adalberto", "Ghiringhelli, Luca", "Scheffler, Matthias"]
 editLink: "/notebook-edit/data/shared/tutorialsNew/topological-quantum-phases/QSHI_trivial.bkr"
 isPublic: true
 username: "tutorialsNew"
@@ -8,7 +8,7 @@ description: >
   This tutorial shows how to find descriptive parameters (short formulas) for the prediction of
   topological phase transitions. As an example, we address the topological classification of
   two-dimensional functionalized honeycomb-lattice materials, which are formally described by
-  the $Z_2$ topological invariant, i.e., $Z_2=0$ for trivial (normal) insulators and $Z_2=1$ for two-dimensional
+  the Z2 topological invariant, i.e., Z2=0 for trivial (normal) insulators and Z2=1 for two-dimensional
   topological insulators (quantum spin Hall insulators).
   Using a recently developed machine learning based on compressed sensing, we then derive a map of
   these materials, in which metals, trivial insulators, and quantum spin Hall insulators are separated