Favicon only appearing on the homepage?

I set the href as the abosolute path and it works, seeing below:

<link rel="shortcut icon" href="http://example.com/favicon.ico" />

Or as suggested by @Caspar and @Howdy_McGee, for wordpress 4.3+, use:

Dashboard -> Appearance -> Customize -> Site Identity -> Site Icon

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