193 citations · 464 across the 21 of their papers we have counts for
5 papers · 1 filter
Efficient Algorithms for Searching the Minimum Information Partition in Integrated Information Theory
Jun Kitazono, Ryota Kanai, Masafumi Oizumi
The ability to integrate information in the brain is considered to be an essential property for cognition and consciousness. Integrated Information Theory (IIT) hypothesizes that t…
Learning body-affordances to simplify action spaces
Nicholas Guttenberg, Martin Biehl, Ryota Kanai
Controlling embodied agents with many actuated degrees of freedom is a challenging task. We propose a method that can discover and interpolate between context dependent high-level…
Counterfactual Control for Free from Generative Models
Nicholas Guttenberg, Yen Yu, Ryota Kanai
We introduce a method by which a generative model learning the joint distribution between actions and future states can be used to automatically infer a control scheme for any desi…
A description length approach to determining the number of k-means clusters
Hiromitsu Mizutani, Ryota Kanai
We present an asymptotic criterion to determine the optimal number of clusters in k-means. We consider k-means as data compression, and propose to adopt the number of clusters that…
Integrated information and dimensionality in continuous attractor dynamics
Satohiro Tajima, Ryota Kanai
There has been increasing interest in the integrated information theory (IIT) ofconsciousness, which hypothesizes that consciousness is integrated information withinneuronal dynami…