We have never been in late October but have visited early November. In our case 2 weeks after then tropical storm Sandy visited. It was noticeably warmer than when we normally visit in February but not too hot. Less crowded for sure and the water was like bathwater (a good thing!). Since we went during hurricane season we did take out travel insurance that year and we normally do not. Other than being too short it was a great trip.