Agent Incentives: A Causal Perspective

no code implementations • 2 Feb 2021 • Tom Everitt, Ryan Carey, Eric Langlois, Pedro A Ortega, Shane Legg

We propose a new graphical criterion for value of control, establishing its soundness and completeness.

Fairness

Stochastic Approximation of Gaussian Free Energy for Risk-Sensitive Reinforcement Learning

no code implementations • NeurIPS 2021 • Grégoire Delétang, Jordi Grau-Moya, Markus Kunesch, Tim Genewein, Rob Brekelmans, Shane Legg, Pedro A Ortega

Since the Gaussian free energy is known to be a certainty-equivalent sensitive to the mean and the variance, the learning rule has applications in risk-sensitive decision-making.

Decision Making reinforcement-learning +1