{"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/noisy-networks-for-exploration","title":"Noisy Networks for Exploration","arxiv_id":"1706.10295","date":"2017-06-30","proceeding":"ICLR 2018 1","authors":["Meire Fortunato","Mohammad Gheshlaghi Azar","Bilal Piot","Jacob Menick","Ian Osband","Alex Graves","Vlad Mnih","Remi Munos","Demis Hassabis","Olivier Pietquin","Charles Blundell","Shane Legg"],"abstract":"We introduce NoisyNet, a deep reinforcement learning agent with parametric noise added to its weights, and show that the induced stochasticity of the agent's policy can be used to aid efficient exploration. 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