Abbeel, “Value iteration networks,” CoRR, vol. Schmid- ¨ huber, “Solving deep memory pomdps with recurrent policy gradients,” in Artificial Neural Networks - ICANN 2007, 17th International Conference, Porto, Portugal, September 9-13, 2007, Proceedings, Part I, ser. Schmidhuber, “Solving pomdps with levin search and EIRA,” in Machine Learning, Proceedings of the Thirteenth International Conference (ICML ’96), Bari, Italy, July 3-6, 1996, L. Barto, Introduction to Reinforcement Learning, 1st ed. Available: rogueinabox-an-environment-for-roguelike-learning Pedrini, “Rogueinabox: an environment for roguelike learning,” International Jounral of Computers, vol. Dechterenko, “Rogue-like games as a playground for artificial intelligence– evolutionary approach,” in International Conference on Entertainment Computing. Jaskowski, “Vizdoom: A doom-based AI research platform for visual reinforcement learning,” CoRR, vol. Bowling, “The arcade learning environment: An evaluation platform for general agents,” J. Shanahan, “Feature control as intrinsic motivation for hierarchical reinforcement learning,” CoRR, vol. Kavukcuoglu, “Reinforcement learning with unsupervised auxiliary tasks,” CoRR, vol.
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Edwards, “The ten greatest pc games ever,” best pc games.html, 2009. Machine Learning, Deep Learning, Reinforcement Learning, QLearning, Hierarchical Reinforcement Learning, Planning, Imagination augmentation, Neural Network, Artificial Intelligence, Rogue, Labyrinth, Dungeon, Game, Situations, Asynchronous Actor-Critic Agents, Auxiliary tasks, Intrinsic reward, Sparse reward Of agents, discuss their architecture and illustrate their behaviour. Rogueinabox: an environment allowing a simple interaction with the Rogue game, especially designed for theĭefinition of automatic agents and their training via deep-learning techniques. The acquisition of complex, non-reactive behaviours involving memory and planning. Replay), roguelike games are a very natural and challenging task for reinforcement learning and Q-learning, requiring Nature, and in particular to the necessity to explore partially observable and always different labyrinths (no level Rogue is a famous dungeon-crawling video-game of the 80ies, the ancestor of its gender. Andrea Asperti, Carlo De Pieri, Mattia Maldini, Gianmaria Pedrini, Francesco Sovrano
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