A
Andrew Dudzik
Publications - 2
Citations - 2635
Andrew Dudzik is an academic researcher. The author has contributed to research in topics: Computer science & Social relation. The author has an hindex of 2, co-authored 2 publications receiving 1178 citations.
Papers
More filters
Journal ArticleDOI
Grandmaster level in StarCraft II using multi-agent reinforcement learning.
Oriol Vinyals,Igor Babuschkin,Wojciech Marian Czarnecki,Michael Mathieu,Andrew Dudzik,Junyoung Chung,David H. Choi,Richard E. Powell,Timo Ewalds,Petko Georgiev,Junhyuk Oh,Dan Horgan,Manuel Kroiss,Ivo Danihelka,Aja Huang,Laurent Sifre,Trevor Cai,John P. Agapiou,Max Jaderberg,Alexander Vezhnevets,Rémi Leblond,Tobias Pohlen,Valentin Dalibard,David Budden,Yury Sulsky,James Molloy,Tom Le Paine,Caglar Gulcehre,Ziyu Wang,Tobias Pfaff,Yuhuai Wu,Roman Ring,Dani Yogatama,Dario Wünsch,Katrina McKinney,Oliver Smith,Tom Schaul,Timothy P. Lillicrap,Koray Kavukcuoglu,Demis Hassabis,Chris Apps,David Silver +41 more
TL;DR: The agent, AlphaStar, is evaluated, which uses a multi-agent reinforcement learning algorithm and has reached Grandmaster level, ranking among the top 0.2% of human players for the real-time strategy game StarCraft II.
Posted Content
Imitating Interactive Intelligence.
Josh Abramson,Arun Ahuja,Arthur Brussee,Federico Carnevale,Mary Cassin,Stephen R. Clark,Andrew Dudzik,Petko Georgiev,Aurelia Guy,Tim Harley,Felix Hill,Alden Hung,Zachary Kenton,Jessica Landon,Timothy P. Lillicrap,Kory Wallace Mathewson,Alistair Muldal,Adam Santoro,Nikolay Savinov,Vikrant Varma,Greg Wayne,Nathaniel Wong,Chen Yan,Rui Zhu +23 more
TL;DR: The results in this virtual environment provide evidence that large-scale human behavioural imitation is a promising tool to create intelligent, interactive agents, and the challenge of reliably evaluating such agents is possible to surmount.