Advances In Intelligent Tutoring Systems (2010)[1]: the textbook on creating adaptable learning agents, with chapters dedicated to different approaches and theories. Available here.
Another 25 Years of AIED? Challenges and Opportunities for Intelligent Educational Technologies Of The Future (2016)[2]: a thorough analysis of the promise of Artificial Intelligence in education and the challenges that it entails. Available here.