Publications

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2016
A synthesis of automated planning and reinforcement learning for efficient, robust decision-making, Leonetti, Matteo, Iocchi Luca, and Stone Peter , ARTIFICIAL INTELLIGENCE, Volume {241}, Number {False}, p.103-130, (2016)
A synthesis of automated planning and reinforcement learning for efficient, robust decision-making, Leonetti, Matteo, Iocchi Luca, and Stone Peter , ARTIFICIAL INTELLIGENCE, Volume {241}, Number {False}, p.103-130, (2016)
A synthesis of automated planning and reinforcement learning for efficient, robust decision-making, Leonetti, Matteo, Iocchi Luca, and Stone Peter , ARTIFICIAL INTELLIGENCE, Volume {241}, Number {False}, p.103-130, (2016)
A synthesis of automated planning and reinforcement learning for efficient, robust decision-making, Leonetti, Matteo, Iocchi Luca, and Stone Peter , ARTIFICIAL INTELLIGENCE, Volume {241}, Number {False}, p.103-130, (2016)
2012
Automatic Generation and Learning of Finite-State Controllers, Leonetti, M., Iocchi L., and Patrizi Fabio , Artificial Intelligence: Methodology, Systems, and Applications, Volume 7557, p.135-144, (2012)
Induction and Learning of Finite-State Controllers from Simulation, Leonetti, M., Iocchi L., and Ramamoorthy S. , Proceedings of 11th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2012), (2012)
2011
LearnPNP: A Tool for Learning Agent Behaviors, Leonetti, M., and Iocchi L. , RoboCup 2010: Robot Soccer World Cup XIV, p.418-429, (2011)
Reinforcement Learning through Global Stochastic Search in N-MDPs, Leonetti, M., Iocchi L., and Ramamoorthy S. , Machine Learning and Knowledge Discovery in Databases, Volume 6912, p.326-340, (2011)
2010
Improving the performance of complex agent plans through reinforcement learning, Leonetti, M., and Iocchi L. , Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems, Volume 1, p.723–730, (2010)
On-line robot execution monitoring using probabilistic action duration, Ziparo, V. A., Iocchi L., Leonetti M., and Nardi D. , Proceedings of 9th International Conference on Autonomous Agents and Multiagent Systems (AAMAS), p.1521–1522, (2010)
On-line robot execution monitoring using probabilistic action duration, Ziparo, Vittorio A., Iocchi Luca, Leonetti Matteo, and Nardi Daniele , Proceedings of 9th International Conference on Autonomous Agents and Multiagent Systems (AAMAS), p.1521–1522, (2010)
A Probabilistic Action Duration Model for Plan Selection and Monitoring, Ziparo, V. A., Iocchi L., Leonetti M., and Nardi D. , Proceedings of the International Conference on Intelligent Robots and Systems (IROS), p.4716–4721, (2010)
Reinforcement Learning in Plan Space, Leonetti, M. , Rome, Italy, (2010)
2008
Representing and Embedding fuzzy controllers in Petri Net Plans, Iocchi, L., Leonetti M., Nardi D., and Ziparo V. A. , (2008)
Representing and Embedding fuzzy controllers in Petri Net Plans, Iocchi, Luca, Leonetti Matteo, Nardi Daniele, and Ziparo Vittorio A. , (2008)
2005
Rappresentazione di piani con scelte ed azioni stocastiche, Leonetti, M. , (2005)