Executable programs on Windows are typically associated with the .exe file format. These files contain compiled code that the operating system can run directly. When a user double-clicks on a .exe file, Windows launches the application contained within it, executing the program's instructions. This format is essential for software distribution on Windows platforms, allowing developers to package their applications in a way that's easily installed and executed by users.