Change constant to bound

figures/reproduce_figures.py

@@ -122,7 +122,7 @@ def create_figure_2(MLP_highlight_points, transformer_highlight_points):
                               label=label, markersize=10)
                 )
 
-        ax.set_xlabel("Lipschitz constant", fontsize=label_fontsize)
+        ax.set_xlabel("Lipschitz bound", fontsize=label_fontsize)
         if show_ylabel:
             ax.set_ylabel("Validation loss", fontsize=label_fontsize)
         ax.set_xscale("log")
@@ -345,7 +345,7 @@ def create_figure_4(highlight_points, results_df):
     ax0.set_xscale('log')
     ax0.set_yscale('log')
     ax0.minorticks_off()
-    ax0.set_xlabel('Lipschitz constant', fontsize=label_fontsize)
+    ax0.set_xlabel('Lipschitz bound', fontsize=label_fontsize)
     ax0.set_ylabel('Validation loss', fontsize=label_fontsize)
 
     class CustomLogFormatter(LogFormatter):
@@ -398,7 +398,7 @@ def create_figure_4(highlight_points, results_df):
             legend_labels.append(tech_map.get(technique, technique))
 
     ax1.set_ylim(0.545, upper_threshold)
-    ax1.set_xlabel('Lipschitz constant', fontsize=label_fontsize)
+    ax1.set_xlabel('Lipschitz bound', fontsize=label_fontsize)
     ax1.set_ylabel('Best validation accuracy', fontsize=label_fontsize)
 
     # === RIGHT PLOT ===