Inverse Reinforcement Learning (IRL)

Inverse Reinforcement Learning, Inverse Optimal Control, Apprenticeship Learning

Papers

Papers includes leading papers in IRL

2000 - Algorithms for Inverse Reinforcement Learning
2004 - Apprenticeship Learning via Inverse Reinforcement Learning
2008 - Maximum Entropy Inverse Reinforcement Learning
2011 - Nonlinear Inverse Reinforcement Learning with Gaussian Processes
2015 - Deep Inverse Reinforcement Learning
2016 - Guided cost learning - Deep inverse optimal control via policy optimization
2016 - A Connection Between Generative Adversarial Networks, Inverse Reinforcement Learning, and Energy-Based Models
2016 - Generative Adversarial Imitation Learning
2017 - Third Person Imiataion Learning
2018 - Generative adversarial imitation learning from observation
2018 - Time-Contrsative Networks - self-supervised learning from video
2018 - Behavioral cloning from observation
2018 - Imitation from observation - learning to imitate behaviors from raw video via context translation
2019 - Imitation latent policied from observation

summary.pdf My brief literature review about imitation learning

Codes includes some useful IRL codes developed by brilliant researchers and some of them edited by me