Sorted:

Fairness and Machine Learning by Barocas, Hardt, & Narayanan

Agents in the Long Game of AI by McShane, Nirenburg, & English

Multi-Agent Reinforcement Learning by Albrecht, Christianos, & Schäfer

Distributional Reinforcement Learning by Bellemare, Dabney, & Rowland

Deep Learning by Goodfellow, Bengio, & Courville

Algorithms Book Series by Kochenderfer et al.

Foundations of Machine Learning by Mohri, Rostamizadeh, & Talwalkar