{"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/dueling-network-architectures-for-deep","title":"Dueling Network Architectures for Deep Reinforcement Learning","arxiv_id":"1511.06581","date":"2015-11-20","proceeding":null,"authors":["Ziyu Wang","Tom Schaul","Matteo Hessel","Hado van Hasselt","Marc Lanctot","Nando de Freitas"],"abstract":"In recent years there have been many successes of using deep representations\nin reinforcement learning. Still, many of these applications use conventional\narchitectures, such as convolutional networks, LSTMs, or auto-encoders. In this\npaper, we present a new neural network architecture for model-free\nreinforcement learning. Our dueling network represents two separate estimators:\none for the state value function and one for the state-dependent action\nadvantage function. The main benefit of this factoring is to generalize\nlearning across actions without imposing any change to the underlying\nreinforcement learning algorithm. Our results show that this architecture leads\nto better policy evaluation in the presence of many similar-valued actions.\nMoreover, the dueling architecture enables our RL agent to outperform the\nstate-of-the-art on the Atari 2600 domain.","url_abs":"http://arxiv.org/abs/1511.06581v3","url_pdf":"http://arxiv.org/pdf/1511.06581v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 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