You can just apply for the visa from the Chian embassy in Zimbabwe with the documents below:
a. Valid passport
b. 1 passport size photo
c. copy of residence permit for non-Zim passport holders.
d. official invitation letter from organizer of the conference in China.
Since the organizer of the conference will afford your air ticket and hotel booking, you can ask them to write this in their invitation letter for your visa application.