Download a tool (like NTCore's 4GB Patch). Run the tool and select your mugen.exe .
You might see alternatives like "Mugen Fighter’s Edition" or "Ikemen GO."
M.U.G.E.N is a 32-bit application. By default, 32-bit programs are limited to accessing only 2GB of RAM , even if your PC has 16GB or 32GB installed.