One decade of universal artificial intelligence (2012)
| Venue: | In Theoretical Foundations of Artificial General Intelligence |
| Citations: | 1 - 1 self |
BibTeX
@INPROCEEDINGS{Hutter12onedecade,
author = {Marcus Hutter},
title = {One decade of universal artificial intelligence},
booktitle = {In Theoretical Foundations of Artificial General Intelligence},
year = {2012},
publisher = {Atlantis Press}
}
OpenURL
Abstract
The first decade of this century has seen the nascency of the first mathematical theory of general artificial intelligence. This theory of Universal Artificial Intelligence (UAI) has made significant contributions to many theoretical, philosophical, and practical AI questions. In a series of papers culminating in book (Hutter, 2005), an exciting sound and complete mathematical model for a super intelligent agent (AIXI) has been developed and rigorously analyzed. While nowadays most AI researchers avoid discussing intelligence, the awardwinning PhD thesis (Legg, 2008) provided the philosophical embedding and investigated the UAI-based universal measure of rational intelligence, which is formal, objective and non-anthropocentric. Recently, effective approximations of AIXI have been derived and experimentally investigated in JAIR paper (Veness et al. 2011). This practical breakthrough has resulted in some impressive applications, finally muting earlier critique that UAI is only a theory. For the first time, without providing any domain knowledge, the same







