Xi's speech last year, urging artists not to chase popularity with "vulgar" works but promote socialism instead, drew comparisons to a 1942 address by China's communist founding father Mao Zedong insisting that culture should have an appropriate political purpose.
"Art and culture will emit the greatest positive energy when the Marxist view of art and culture is firmly established and the people are their focus," read a transcript of the speech released by the official news agency Xinhua last week.
The book's chapter titles include "Strengthening and improving the Party's leadership over artistic practice" and "The achievement of a great rejuvenation of the Chinese nation requires a prosperous flourishing of Chinese culture", state broadcaster CCTV reported.
The ruling party's publicity department issued a directive urging local authorities to organise seminars and classes to teach the book's contents, Xinhua reported.
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Xi was targeting the arts as a means of "undetectable control", he told AFP.
"The Communist Party is emphasising the importance of culture, but it's a socialist culture - it is not a free culture of democracy and rule of law," he said. "What the Communist Party is promoting, it's not culture or art - it's all propaganda."
Soft power is increasingly important to China as it attempts to expand its influence abroad, but campaigners say the process will be difficult without allowing creative freedoms.