I just tested Advance Wars (v1.0), Advance Wars (v1.1), and Advance Wars 2, and they all loaded after being SRAM patched with GBATA.
If you trimmed the rom, try it without trimming.
If you're trying to play the double pack with Advance Wars 1 and 2, try the individual games.