MPKC is one of the most promising public-key cryptosystems against cryptanalysis on quantum computer. Its effecient implementation is also suitable for low-resource portable devices such as smart cards and RFID tags. In this paper, we investigate the existing side channel attacks against MPKCs, give a survey of power analysis attacks and fault attacks, including DPA against SFLASH, and fault attacks against HFE.