{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/the-arcade-learning-environment-an-evaluation","title":"The Arcade Learning Environment: An Evaluation Platform for General Agents","arxiv_id":"1207.4708","date":"2012-07-19","proceeding":null,"authors":["Marc G. Bellemare","Yavar Naddaf","Joel Veness","Michael Bowling"],"abstract":"In this article we introduce the Arcade Learning Environment (ALE): both a\nchallenge problem and a platform and methodology for evaluating the development\nof general, domain-independent AI technology. ALE provides an interface to\nhundreds of Atari 2600 game environments, each one different, interesting, and\ndesigned to be a challenge for human players. ALE presents significant research\nchallenges for reinforcement learning, model learning, model-based planning,\nimitation learning, transfer learning, and intrinsic motivation. Most\nimportantly, it provides a rigorous testbed for evaluating and comparing\napproaches to these problems. We illustrate the promise of ALE by developing\nand benchmarking domain-independent agents designed using well-established AI\ntechniques for both reinforcement learning and planning. In doing so, we also\npropose an evaluation methodology made possible by ALE, reporting empirical\nresults on over 55 different games. All of the software, including the\nbenchmark agents, is publicly available.","url_abs":"http://arxiv.org/abs/1207.4708v2","url_pdf":"http://arxiv.org/pdf/1207.4708v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 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