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On Linux, ELF is meant to replace the old "a.out" binary format.. I don't know about any formats other than those two on Linux (they might exist, I just don't know about them But ELF is the best one to use, anyway.
a.out was an absolute core image. ELF is relocatable. ELF gained popularity when Unix/Linux apps started getting too big to gracefully have everything preloaded - ELF libraries are functionally equivalent to Windows DLLs.
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