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AAAI
2006
15 years 8 months ago
Learning Representation and Control in Continuous Markov Decision Processes
This paper presents a novel framework for simultaneously learning representation and control in continuous Markov decision processes. Our approach builds on the framework of proto...
Sridhar Mahadevan, Mauro Maggioni, Kimberly Fergus...
IJCAI
2003
15 years 8 months ago
A Bayesian Approach to Imitation in Reinforcement Learning
In multiagent environments, forms of social learning such as teaching and imitation have been shown to aid the transfer of knowledge from experts to learners in reinforcement lear...
Bob Price, Craig Boutilier
AUSAI
1998
Springer
15 years 10 months ago
A Formal Embedding of AgentSpeak(L) in 3APL
Agent-based computing in Arti cial Intelligence has given rise to a number of diverse and competing proposals for agent programming languages. Agents, in the sense we are using it...
Koen V. Hindriks, Frank S. de Boer, Wiebe van der ...
AAMAS
2006
Springer
15 years 6 months ago
An Evolutionary Dynamical Analysis of Multi-Agent Learning in Iterated Games
In this paper, we investigate Reinforcement learning (RL) in multi-agent systems (MAS) from an evolutionary dynamical perspective. Typical for a MAS is that the environment is not ...
Karl Tuyls, Pieter Jan't Hoen, Bram Vanschoenwinke...
ICLP
2009
Springer
16 years 1 months ago
Stabilization of Information Sharing for Queries Answering in Multiagent Systems
We consider multiagent systems situated in unpredictable environments. Agents viewed as abductive logic programs with abducibles being literals the agent could sense or receive fro...
Phan Minh Dung, Do Duc Hanh, Phan Minh Thang