Deep Learning for Simulation

Zhitao Ying, Tailin Wu, Peter Battaglia, Rose Yu, Ryan P Adams, Jure Leskovec


Recently there has been a surge in interest in using deep learning to facilitate simulation, in application areas including physics, chemistry, robotics and graphics.
We define simulation as the process of iteratively generating output of the next time step using the output of the previous time step as input starting from an initial condition. The primary motivation of the workshop is thus to encourage knowledge sharing and communication. Recent works have started to actively explore the potential of using deep learning to improve these highly important simulations in terms of accuracy and efficiency. We believe that this workshop will bring these communities together, create communication and collaboration, in order to speed-up research on this important topic.

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Fri 8:45 a.m. - 9:00 a.m.

Introduces the theme of the workshop and its recent development in machine learning and various scientific application communities.

Fri 9:00 a.m. - 9:30 a.m.
Invited talk: Nils Thuerey (Invited Talk)   
Nils Thuerey
Fri 9:30 a.m. - 10:00 a.m.
Invited Talk: Larry Zitnick (Invited Talk)   
Larry Zitnick
Fri 10:00 a.m. - 10:30 a.m.
Invited Talk: Shirley Ho (Invited Talk)   
Shirley Ho
Fri 10:30 a.m. - 11:00 a.m.
Q&A / Discussions / Coffee break 1 (Discussions)
Fri 11:00 a.m. - 11:15 a.m.
Contributed Talk 1 (Contributed Talk)   
Alvaro Sanchez Gonzalez, Kimberly Stachenfeld
Fri 11:15 a.m. - 11:30 a.m.
Fri 11:30 a.m. - 1:00 p.m.

Join the GatherTown Poster session by clicking on the link.

Fri 1:00 p.m. - 1:30 p.m.
Invited Talk: David Duvenaud (Invited Talk)   
David Duvenaud
Fri 1:30 p.m. - 2:00 p.m.
Invited talk: Anima Anandkumar (Invited Talk)   
Anima Anandkumar
Fri 2:00 p.m. - 2:30 p.m.
Invited Talk: Jesse Thaler (Invited Talk)   
Jesse Thaler
Fri 2:30 p.m. - 2:45 p.m.
Q&A / Discussions 2 (Discussions)
Fri 2:45 p.m. - 3:00 p.m.
Contributed Talk 2 (Contributed Talk)   
Andreas Mayr
Fri 3:00 p.m. - 3:15 p.m.
Contributed Talk 3 (Contributed Talk)   
Weihua Hu
Fri 3:15 p.m. - 3:30 p.m.
Fri 3:30 p.m. - 4:00 p.m.
Invited Talk: Ron Fedkiw (Invited Talk)   
Ron Fedkiw
Fri 4:00 p.m. - 4:30 p.m.
Invited Talk: Yunzhu Li (Invited Talk)   
Yunzhu Li
Fri 4:30 p.m. - 4:45 p.m.
Q&A / Discussions 3 (Discussions)
Fri 4:45 p.m. - 5:00 p.m.
Closing Remarks