Russia, Saudi Arabia, Pakistan, Iraq and Iran are among those that will be absent, while 44 countries will attend.
A Chinese official said a “vast majority” of countries would stay away.
China would not change because of “interference by a few clowns”, said Foreign Ministry spokeswoman Jiang Yu.
The committee describes Mr Liu as “the foremost symbol” of the human rights struggle in China.