It is often assumed that men tend to cheat more than women.
After kids the family balance shifts. The dad might feel less needed, less manly, as the primary care is usually cared for by the mom. If the sex also becomes impossible, because the mom is too tired, limitations of space, constant interruptions, some men would look elsewhere (and obviously some women as well).