Original: Solutions of sulfate salts such as Epsom salts or sodium sulfate may be given as first aid for barium poisoning, as they precipitate the barium as the insoluble (and non-toxic) barium sulfate.
Simplified: Barium nitrate is very toxic. Sulfates can be given if someone eats barium, because they turn it into nontoxic barium sulfate.