Neural networks are eager learning algorithms. I hope this was made clear in (either of) the following:

• Aha, D.W. (Ed.) (1997). Special issue on Lazy Learning. Artificial Intelligence Review, 11(1-5).
• Aha, D.W. (Ed.) (1997). Lazy Learning. Norwell, MA: Kluwer Academic Publishers.