Week 4: Metalevel Decision Making

Papers for Lecture 1

• Stuart Russell and Devika Subramanian (1995). Provably bounded-optimal agents. Journal of Artificial Intelligence Research, 2, 575-609.

• Nicholas Hay, Stuart Russell, Solomon Eyal Shimony, and David Tolpin, ``Selecting Computations: Theory and Applications.'' In Proc. UAI-12.

Papers for Student Presenter 1:

• Christopher Lin, Andrey Kolobov, Ece Kamar, Eric Horvitz (2015). Metareasoning for planning under uncertainty. In Proc. IJCAI-15.

• Justin Svegliato, Prakhar Sharma, and Shlomo Zilberstein (2020). A Model-Free Approach to Meta-Level Control of Anytime Algorithms. In ICRA-20.

Papers for Student Presenter 2:

• Richard Lewis, Andrew Howes, and Satinder Singh (2014). Computational rationality: Linking mechanism and behavior through bounded utility maximization. Topics in Cognitive Science, 6, 279–311.

• Samuel J. Gershman, Eric J. Horvitz, and Joshua B. Tenenbaum (2015). Computational rationality: A converging paradigm for intelligence in brains, minds, and machines. Science, 349, 273-8.

Papers for Further Reading:

• [[to be added]]