In a large bowl, whisk milk and pudding mix for 2 minutes (mixture will be thick). Stir in the chocolate chips, pumpkin and pie spice. Fold in 2 cups whipped topping. Spoon into crust. Refrigerate for 4 hours or until set.
Spread with remaining whipped topping; garnish with almonds and chocolate curls if desired.