1. Algorithms for Inverse Reinforcement Learning [Ng & Russell; ICML '00]

2. Deepak Ramachandran, Eyal Amir : Bayesian Inverse Reinforcement Learning , IJCAI-07
3. Inverse Reinforcement Learning in Partially Observable Environments. Jaedeug Choi and Kee-eung Kim. IJCAI-09