diff --git a/Figures/Fig2/fig2.pdf b/Figures/Fig2/fig2.pdf
index 6af3094..cf435e7 100644
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diff --git a/Figures/Fig2/fig2.png b/Figures/Fig2/fig2.png
index 6464ca0..b690385 100644
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diff --git a/Figures/Fig4/fig4.pdf b/Figures/Fig4/fig4.pdf
index c3f26aa..8789f15 100644
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diff --git a/Figures/Fig4/fig4.png b/Figures/Fig4/fig4.png
index fcb73de..3bc10f0 100644
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diff --git a/Figures/Fig5/fig5.pdf b/Figures/Fig5/fig5.pdf
index c209a5b..7de92e5 100644
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diff --git a/Figures/Fig5/fig5.png b/Figures/Fig5/fig5.png
index 6322301..41855f4 100644
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diff --git a/plot_fig2.py b/plot_fig2.py
index e705d2a..31140c0 100644
--- a/plot_fig2.py
+++ b/plot_fig2.py
@@ -31,7 +31,8 @@
 ]
 keys = ["p", "alpha", "size"]
 titles = ["Erdös-Rényi", "Power-law CM", "Clustered"]
-labels = [r"Density, $p$", r"Exponent $\alpha$", r"Clique size $s$"]
+labels = [r"Density, $p$", r"Exponent, $\alpha$", r"Clique size, $s$"]
+
 xticks = [
     [0, 0.5, 1],
     [-4, -3, -2],
diff --git a/plot_fig4.py b/plot_fig4.py
index 7df86f6..34c221e 100644
--- a/plot_fig4.py
+++ b/plot_fig4.py
@@ -31,7 +31,7 @@
 ]
 keys = ["p", "alpha", "size"]
 titles = ["Erdös-Rényi", "Power-law CM", "Clustered"]
-labels = [r"$p$", r"$\alpha$", r"$s$"]
+labels = [r"Density, $p$", r"Exponent, $\alpha$", r"Clique size, $s$"]
 xticks = [
     [0, 0.5, 1],
     [
@@ -120,7 +120,7 @@ def visualize_networks(i, ax):
             ax.plot(var, r0 * beta_c, "-", linewidth=0.25, color="grey")
 
     if i == 0:
-        ax.set_ylabel(r"$\beta$")
+        ax.set_ylabel(r"Infectivity, $\beta$")
     else:
         ax.set_yticks([], [])
 
@@ -147,7 +147,7 @@ def visualize_networks(i, ax):
     ax.set_yticks([0, 0.5, 1], [0, 0.5, 1])
 
     if i == 0:
-        ax.set_ylabel(r"$\beta$")
+        ax.set_ylabel(r"Infectivity, $\beta$")
     else:
         ax.set_yticks([], [])
 
diff --git a/plot_fig5.py b/plot_fig5.py
index b712df4..d6c3eb7 100644
--- a/plot_fig5.py
+++ b/plot_fig5.py
@@ -33,7 +33,7 @@
 ]
 keys = ["p", "alpha", "size", "epsilon", "p"]
 titles = ["Erdös-Rényi", "Power-law CM", "Clustered", "SBM", "Small-World"]
-labels = [r"$p$", r"$\alpha$", r"$s$", r"$\epsilon$", r"$p$"]
+labels = [r"Density, $p$", r"Exponent, $\alpha$", r"Clique size, $s$", r"Imbalance, $\epsilon$", r"Rewiring prob., $p$"]
 xticks = [
     [0, 0.5, 1],
     [-4, -3.5, -3, -2.5, -2, -1.5],