Week7:

10/12: Cooperative IRL

• (briefly) Simon Zhuang and Dylan Hadfield-Menell, Consequences of misaligned AI. NeurIPS 2020.

• Dylan Hadfield-Menell, Stuart J. Russell, Pieter Abbeel, Anca Dragan, Cooperative inverse reinforcement learning. NeurIPS 2016.

  • See also Dhruv Malik, Malayandi Palaniappan, Jaime Fisac, Dylan Hadfield-Menell, Stuart Russell, and Anca Dragan, An efficient, generalized Bellman update for cooperative inverse reinforcement learning. ICML 2018.

• Dylan Hadfield-Menell, Anca Dragan, Pieter Abbeel, and Stuart Russell, The off-switch game. IJCAI 2017.

10/14: Elaborations and alternatives

• Presenter 1:

  • Dylan Hadfield-Menell, Smitha Milli, Pieter Abbeel, Stuart Russell, and Anca Dragan, Inverse reward design. NeurIPS 2017.

• Presenter 2:

  • Jan Leike, David Krueger, Tom Everitt, Miljan Martic, Vishal Maini, and Shane Legg, Scalable agent alignment via reward modeling: a research direction. arXiv:1811.07871.