 Paradoxically, however, it was empirically observed that training with tighter relaxations can worsen certified robustness.
<clarity>  Paradoxically, however, it was empirically observed that training with tighter relaxations can worsen certified robustness.
 Paradoxically, however, it was empirically observed that training with tighter relaxations can often lead to worse certified robustness.