In a small bowl, mix the celery with the salt and let sit for 5 minutes. Squeeze out the excess water.
In another small bowl, mix together the rice vinegar and sugar until the sugar dissolves. Add the vinegar mixture to the celery and mix well. If time permits, chill for 30 minutes before serving.