Updated lines 654-669 with: LaTeX formulation vis-a-vis proper delimiters ‘$$'

app.py

@@ -651,7 +651,22 @@ iface = gr.Interface(
         
     ],
     title="Grey Wolf Optimizer",
-    description="Optimize the objective function using the Grey Wolf Optimizer.",
+    description=r"""
+    ## Grey Wolf Optimizer
+    
+    The Grey Wolf Optimizer (GWO) is a population-based metaheuristic optimization algorithm inspired by the social behavior of grey wolves in nature.
+    
+    The objective function to be optimized is given by the following formula:
+    
+    ```math
+    f(p) = -5.0 \cdot \exp \left( -0.5 \cdot \left( \frac{(x+2.2)^2}{0.4} + \frac{(y-4.3)^2}{0.4} \right) \right) + -2.0 \cdot \exp \left( -0.5 \cdot \left( \frac{(x-2.2)^2}{0.4} + \frac{(y+4.3)^2}{0.4} \right) \right)
+    ```
+    Or in a more readable form:
+    
+    $$
+    f(p) = -5.0 \cdot \exp \left( -0.5 \cdot \left( \frac{(x+2.2)^2}{0.4} + \frac{(y-4.3)^2}{0.4} \right) \right) + -2.0 \cdot \exp \left( -0.5 \cdot \left( \frac{(x-2.2)^2}{0.4} + \frac{(y+4.3)^2}{0.4} \right) \right)
+    $$
+    """,
     article="## Grey Wolf Optimizer\nThe Grey Wolf Optimizer (GWO) is a population-based metaheuristic optimization algorithm inspired by the social behavior of grey wolves in nature."
 )