In some cases, surface poisoning can be reversed by removing the poison from the catalyst surface. This can be achieved through thermal treatments, where the catalyst is heated to a high temperature to desorb the poison, or through chemical treatments that react with the poison to form volatile compounds that can be removed. However, the effectiveness of these treatments depends on the nature of the poison and the catalyst.