Drain the artichokes. If you are using large artichokes, remove the chokes and cut into wedges. Immediately toss the artichokes with the walnut oil, vinegar, and salt and pepper to taste. Just before serving, toss in the nuts (don't toss them in ahead of time or they will lose their crunch). This salad, except for adding the nuts, can be made 2 days in advance.