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Josh Merel
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Bio
Both when studying animals and when constructing artificial agents, I am interested in computations underlying sensation and perception of the environment, selection and planning of behavior, and control of bodies to execute movement. At DeepMind, much of my research aims to build agents that receive ecologically plausible sensory inputs and coordinate relatively high-dimensional bodies (simulated using a physics engine) to solve tasks by producing complex, diverse, and adaptive behavior. See this relatively recent perspective article for more detail about how I think about and approach these problems.
Papers37 papers
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Josh Merel, Saran Tunyasuvunakool,Arun Ahuja,Yuval Tassa, Leonard Hasenclever, Vu Pham,Tom Erez,Greg Wayne,Nicolas Heess
ACM Trans. Graph., no. 4 (2020): 39
international conference on machine learning, (2020)
ICLR, (2020)
Jost Tobias Springenberg,Nicolas Heess,Daniel Mankowitz,Josh Merel, Arunkumar Byravan,Abbas Abdolmaleki, Jackie Kay,Jonas Degrave, Julian Schrittwieser,Yuval Tassa,Jonas Buchli, Dan Belov
NeurIPS, (2020)
Ziyu Wang,Caglar Gulcehre,Alexander Novikov, Thomas Paine, Sergio Gómez,Konrad Zolna, Rishabh Agarwal,Josh Merel,Daniel Mankowitz, Cosmin Paduraru,Gabriel Dulac-Arnold, Jerry Li
NeurIPS, (2020)
Caglar Gulcehre,Ziyu Wang,Alexander Novikov,Tom Le Paine, Sergio Gómez Colmenarejo,Konrad Zolna, Rishabh Agarwal,Josh Merel,Daniel Mankowitz, Cosmin Paduraru, Gabriel Dulac-Arnold, Jerry Li
Yuval Tassa, Saran Tunyasuvunakool, Alistair Muldal, Yotam Doron, Siqi Liu,Steven Bohez,Josh Merel,Tom Erez,Timothy Lillicrap,Nicolas Heess
ICML 2020, (2020)
Parascandolo Giambattista,Buesing Lars,Merel Josh, Hasenclever Leonard, Aslanides John,Hamrick Jessica B.,Heess Nicolas, Neitz Alexander,Weber Theophane
Peter Sunehag, Guy Lever,Siqi Liu,Josh Merel,Nicolas Heess,Joel Z. Leibo,Edward Hughes, Tom Eccles,Thore Graepel
european conference on artificial life, (2019)
Cited by6Bibtex
ICLR, (2019)
Josh Merel,Arun Ahuja, Vu Pham, Saran Tunyasuvunakool,Siqi Liu, Dhruva Tirumala Bukkapatnam,Nicolas Heess,Greg Wayne
international conference on learning representations, (2019)
Josh Merel, Leonard Hasenclever, Alexandre Galashov,Arun Ahuja, Vu Pham,Greg Wayne,Yee Whye Teh,Nicolas Heess
ICLR, (2019)
Merel Josh, Tunyasuvunakool Saran,Ahuja Arun,Tassa Yuval, Hasenclever Leonard, Pham Vu,Erez Tom,Wayne Greg,Heess Nicolas
Peter Sunehag, Guy Lever,Siqi Liu,Josh Merel,Nicolas Heess,Joel Z. Leibo,Edward Hughes, Tom Eccles,Thore Graepel
ALIFE 2019: THE 2019 CONFERENCE ON ARTIFICIAL LIFE, pp.103-110, (2019)
no. 1 (2019): 1-12
Bibtex
Yuke Zhu,Ziyu Wang,Josh Merel,Andrei A. Rusu,Tom Erez, Serkan Cabi, Saran Tunyasuvunakool,János Kramár,Raia Hadsell,Nando de Freitas,Nicolas Heess
Robotics: Science and Systems, (2018)
Yuval Tassa, Yotam Doron, Alistair Muldal,Tom Erez, Yazhe Li, Diego de Las Casas,David Budden, Abbas Abdolmaleki,Josh Merel, Andrew Lefrancq,Timothy P. Lillicrap, Martin A. Riedmiller
CoRR, (2018)
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