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pro vyhledávání: '"Tacchetti, Andrea"'
Autor:
Anthony, Thomas, Eccles, Tom, Tacchetti, Andrea, Kramár, János, Gemp, Ian, Hudson, Thomas C., Porcel, Nicolas, Lanctot, Marc, Pérolat, Julien, Everett, Richard, Werpachowski, Roman, Singh, Satinder, Graepel, Thore, Bachrach, Yoram
Recent advances in deep reinforcement learning (RL) have led to considerable progress in many 2-player zero-sum games, such as Go, Poker and Starcraft. The purely adversarial nature of such games allows for conceptually simple and principled applicat
Externí odkaz:
http://arxiv.org/abs/2006.04635
Autor:
Tacchetti, Andrea, Song, H. Francis, Mediano, Pedro A. M., Zambaldi, Vinicius, Rabinowitz, Neil C., Graepel, Thore, Botvinick, Matthew, Battaglia, Peter W.
The behavioral dynamics of multi-agent systems have a rich and orderly structure, which can be leveraged to understand these systems, and to improve how artificial agents learn to operate in them. Here we introduce Relational Forward Models (RFM) for
Externí odkaz:
http://arxiv.org/abs/1809.11044
Autor:
Battaglia, Peter W., Hamrick, Jessica B., Bapst, Victor, Sanchez-Gonzalez, Alvaro, Zambaldi, Vinicius, Malinowski, Mateusz, Tacchetti, Andrea, Raposo, David, Santoro, Adam, Faulkner, Ryan, Gulcehre, Caglar, Song, Francis, Ballard, Andrew, Gilmer, Justin, Dahl, George, Vaswani, Ashish, Allen, Kelsey, Nash, Charles, Langston, Victoria, Dyer, Chris, Heess, Nicolas, Wierstra, Daan, Kohli, Pushmeet, Botvinick, Matt, Vinyals, Oriol, Li, Yujia, Pascanu, Razvan
Artificial intelligence (AI) has undergone a renaissance recently, making major progress in key domains such as vision, language, control, and decision-making. This has been due, in part, to cheap data and cheap compute resources, which have fit the
Externí odkaz:
http://arxiv.org/abs/1806.01261
The complexity of a learning task is increased by transformations in the input space that preserve class identity. Visual object recognition for example is affected by changes in viewpoint, scale, illumination or planar transformations. While drastic
Externí odkaz:
http://arxiv.org/abs/1703.04775