Is there a word like Siblings for nephews and nieces collectively?
No, though it would be very useful. In fact nephew used to be used regardless of sex, but this usage is long extinct. Older use of the word cousin for a range of blood relations would have encompassed nephews and nieces, but no specific term is now available.