{"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/prioritized-experience-replay","title":"Prioritized Experience Replay","arxiv_id":"1511.05952","date":"2015-11-18","proceeding":null,"authors":["Tom Schaul","John Quan","Ioannis Antonoglou","David Silver"],"abstract":"Experience replay lets online reinforcement learning agents remember and\nreuse experiences from the past. In prior work, experience transitions were\nuniformly sampled from a replay memory. However, this approach simply replays\ntransitions at the same frequency that they were originally experienced,\nregardless of their significance. In this paper we develop a framework for\nprioritizing experience, so as to replay important transitions more frequently,\nand therefore learn more efficiently. We use prioritized experience replay in\nDeep Q-Networks (DQN), a reinforcement learning algorithm that achieved\nhuman-level performance across many Atari games. DQN with prioritized\nexperience replay achieves a new state-of-the-art, outperforming DQN with\nuniform replay on 41 out of 49 games.","url_abs":"http://arxiv.org/abs/1511.05952v4","url_pdf":"http://arxiv.org/pdf/1511.05952v4.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 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