Comment by nextos
3 hours ago
Yes, came here to say the same thing. Telling people that the CLT makes strong assumptions is important.
Otherwise, they might end up underestimating rare events, with potentially catastrophic consequences. There are also CLTs for product and max operators, aside from the sum.
The Fundamentals of Heavy Tails: Properties, Emergence, and Estimation discusses these topics in a rigorous way, but without excessive mathematics. See: https://adamwierman.com/book
I was at the NeurIPS workshop and saw one of the talks towards the end and it was pretty good