N Ay, D Polani - Advances in complex systems, 2008 - World Scientific
We use a notion of causal independence based on intervention, which is a fundamental concept of the theory of causal networks, to define a measure for the strength of a causal …
GS Fox-Rabinovich, K Yamamoto… - … and technology of …, 2012 - iopscience.iop.org
Adaptive wear-resistant coatings produced by physical vapor deposition (PVD) are a relatively new generation of coatings which are attracting attention in the development of …
Exploration-exploitation is a powerful and practical tool in multi-agent learning (MAL); however, its effects are far from understood. To make progress in this direction, we study a …
The interplay between exploration and exploitation in competitive multi-agent learning is still far from being well understood. Motivated by this, we study smooth Q-learning, a prototypical …
A Kianercy, A Galstyan - Physical Review E—Statistical, Nonlinear, and Soft …, 2012 - APS
We consider the dynamics of Q learning in two-player two-action games with a Boltzmann exploration mechanism. For any nonzero exploration rate the dynamics is dissipative, which …
As a schematic model of the complexity economic agents are confronted with, we introduce the “Sherrington-Kirkpatrick game,” a discrete time binary choice model inspired from mean …
We study adaptive learning in a typical p-player game. The payoffs of the games are randomly generated and then held fixed. The strategies of the players evolve through time …
We study the emergence of chaotic behavior of Follow-the-Regularized Leader (FoReL) dynamics in games. We focus on the effects of increasing the population size or the scale of …