TOWARD SOPHISTICATED AGENT-BASED UNIVERSES - Statements to Introduce some Realistic Features into Classic AI/RL Problems

Filipo Studzinski Perotto

2012

Abstract

In this paper we analyze some common simplifications present in the traditional AI / RL problems. We argue that only facing particular conditions, often avoided in the classic statements, will allow the overcoming of the actual limits of the science, and the achievement of new advances in respect to realistic scenarios. This paper does not propose any paradigmatic revolution, but it presents a compilation of several different elements proposed more or less separately in recent AI research, unifying them by some theoretical reflections, experiments and computational solutions. Broadly, we are talking about scenarios where AI needs to deal with true situatedness agency, providing some kind of anticipatory learning mechanism to the agent in order to allow it to adapt itself to the environment.

Paper Citation

in Harvard Style

Studzinski Perotto F. (2012). TOWARD SOPHISTICATED AGENT-BASED UNIVERSES - Statements to Introduce some Realistic Features into Classic AI/RL Problems . In Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, ISBN 978-989-8425-95-9, pages 433-438. DOI: 10.5220/0003835604330438

in Bibtex Style

@conference{icaart12,
author={Filipo Studzinski Perotto},
title={TOWARD SOPHISTICATED AGENT-BASED UNIVERSES - Statements to Introduce some Realistic Features into Classic AI/RL Problems},
booktitle={Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,},
year={2012},
pages={433-438},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003835604330438},
isbn={978-989-8425-95-9},
}

in EndNote Style

TY - CONF
JO - Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,
TI - TOWARD SOPHISTICATED AGENT-BASED UNIVERSES - Statements to Introduce some Realistic Features into Classic AI/RL Problems
SN - 978-989-8425-95-9
AU - Studzinski Perotto F.
PY - 2012
SP - 433
EP - 438
DO - 10.5220/0003835604330438