Awesome-Inverse-Reinforcement-Learning

Literature and code for inverse reinforcement learning research

Fundamental Papers

• Algorithms for inverse reinforcement learning, ICML, 2000. [paper][code]

• Apprenticeship learning via inverse reinforcement learning, ICML, 2004. [paper]

• Bayesian Inverse Reinforcement Learning, IJCAI, 2007. [paper][code]

• Maximum Entropy Inverse Reinforcement Learning, AAAI, 2008. [paper]

GAN & IRL

• A Connection between Generative Adversarial Networks, Inverse Reinforcement Learning, and Energy-Based Models, NIPS, 2016 [paper][code]

• Learning Robust Rewards with Adversarial Inverse Reinforcement Learning, ICLR, 2018. [paper]

Cooperative IRL

• Cooperative Inverse Reinforcement Learning, NIPS, 2016. [paper]

• An Efficient, Generalized Bellman Update for Cooperative Inverse Reinforcement Learning, ICML, 2018. [paper]

Multi-agent IRL

• Multi-Agent Inverse Reinforcement Learning, ICML, 2010. [paper]

• Multi-agent Inverse Reinforcement Learning for Two-person Zero-sum Games, IEEE Transactions on Games, 2017. [paper]

• Multi-agent Inverse Reinforcement Learning for Two-person Zero-sum Games, IEEE Transactions on Games, 2018. [paper]

• Multi-Agent Adversarial Inverse Reinforcement Learning, ICML, 2019. [paper][code]

• Scalable Multi-Agent Inverse Reinforcement Learning via Actor-Attention-Critic, arXiv, 2020. [paper]

IRL in POMDP Formulation

• Inverse Reinforcement Learning in Partially Observable Environments, JMLR, 2011. [paper]

• Expectation-Maximization for Inverse Reinforcement Learning with Hidden Data, AAMAS, 2015. [paper]