MIRI senior researcher Eliezer Yudkowsky and executive director Nate Soares have a new introductory paper out on decision theory: “Functional decision theory: A new theory of instrumental rationality.” Abstract: This paper describes and motivates a new decision theory known as...
MIRI assistant research fellow Ryan Carey has a new paper out discussing situations where good performance in Cooperative Inverse Reinforcement Learning (CIRL) tasks fails to imply that software agents will assist or cooperate with programmers. The paper, titled “Incorrigibility in...
MIRI Executive Director Nate Soares and Rutgers/UIUC decision theorist Ben Levinstein have a new paper out introducing functional decision theory (FDT), MIRI’s proposal for a general-purpose decision theory. The paper, titled “Cheating Death in Damascus,” considers a wide range of...
MIRI Research Fellow Andrew Critch has developed a new result in the theory of conflict resolution, described in “Toward negotiable reinforcement learning: Shifting priorities in Pareto optimal sequential decision-making.” Abstract: Existing multi-objective reinforcement learning (MORL) algorithms do not account for...
MIRI Research Associate Vanessa Kosoy has developed a new framework for reasoning under logical uncertainty, “Optimal polynomial-time estimators: A Bayesian notion of approximation algorithm.” Abstract: The concept of an “approximation algorithm” is usually only applied to optimization problems, since in...
MIRI is releasing a paper introducing a new model of deductively limited reasoning: “Logical induction,” authored by Scott Garrabrant, Tsvi Benson-Tilsen, Andrew Critch, myself, and Jessica Taylor. Readers may wish to start with the abridged version. Consider a setting where...
