Based off of @Mike Sherrill Cat Recall's answer, this is what worked for me:
ALTER TABLE "Children"
DROP CONSTRAINT "Children_parentId_fkey",
ADD CONSTRAINT "Children_parentId_fkey"
FOREIGN KEY ("parentId")
REFERENCES "Parent"(id)
ON DELETE CASCADE;