Hey, author here.
I don't think we have any scroll event handlers on our blog (not 100% sure as I didn't implement the theme). It's a WP site, perhaps that's the common element -- although I don't think WP ships any JS itself...
My best guess would perhaps it's animated gifs triggering a bug in the browser for some reason?
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EDIT: animated gifs more likely.