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Workshop
Fri Dec 08:00 AM -- 06:45 PM PST @ West Exhibition Hall C
Bayesian Deep Learning
Yarin Gal · José Miguel Hernández-Lobato · Christos Louizos · Eric Nalisnick · Zoubin Ghahramani · Kevin Murphy · Max Welling





Workshop Home Page

Extending on the workshop’s success from the past 3 years, this workshop will study the developments in the field of Bayesian deep learning (BDL) over the past year. The workshop will be a platform to host the recent flourish of ideas using Bayesian approaches in deep learning, and using deep learning tools in Bayesian modelling. The program includes a mix of invited talks, contributed talks, and contributed posters. Future directions for the field will be debated in a panel discussion.

Speakers:
* Andrew Wilson
* Deborah Marks
* Jasper Snoek
* Roger Grosse
* Chelsea Finn
* Yingzhen Li
* Alexander Matthews

Workshop summary:
While deep learning has been revolutionary for machine learning, most modern deep learning models cannot represent their uncertainty nor take advantage of the well studied tools of probability theory. This has started to change following recent developments of tools and techniques combining Bayesian approaches with deep learning. The intersection of the two fields has received great interest from the community, with the introduction of new deep learning models that take advantage of Bayesian techniques, and Bayesian models that incorporate deep learning elements. Many ideas from the 1990s are now being revisited in light of recent advances in the fields of approximate inference and deep learning, yielding many exciting new results.

08:00 AM Opening remarks (Talk)
08:05 AM Invited talk (Talk)
08:25 AM Contributed talk (Talk)
08:40 AM Invited talk 2 (Talk)
Alexander Matthews
09:00 AM Contributed talk 2 (Talk)
09:20 AM Poster spotlights (Spotlight)
09:35 AM Poster session (Poster Session)
Sebastian Farquhar, Erik Daxberger, Andreas Look, Matt Benatan, Ruiyi Zhang, Marton Havasi, Fredrik Gustafsson, James A Brofos, Nabeel Seedat, Micha Livne, Ivan Ustyuzhaninov, Adam Cobb, Felix D McGregor, Patrick McClure, Tim R. Davidson, Gaurush Hiranandani, Sanjeev Arora, Masha Itkina, Didrik Nielsen, Will Harvey, Matias Valdenegro-Toro, Stefano Peluchetti, Riccardo Moriconi, Tianyu Cui, Vaclav Smidl, Taylan Cemgil, Jack Fitzsimons, He Zhao, , mariana vargas vieyra, Apratim Bhattacharyya, Rahul Sharma, Geoffroy Dubourg-Felonneau, Jonathan Warrell, Slava Voloshynovskiy, Mihaela Rosca, Jiaming Song, Andrew Ross, Homa Fashandi, Ruiqi Gao, Hooshmand Shokri Razaghi, Joshua Chang, Tim Xiao, Vanessa Boehm, Giorgio Giannone, Ranganath Krishnan, Joe Davison, Arsenii Ashukha, Jeremiah Liu, Sicong (Sheldon) Huang, Evgenii Nikishin, Sunho Park, Nilesh Ahuja, Mahesh Subedar, , Artyom Gadetsky, Jhosimar Arias Figueroa, Tim G. J. Rudner, Waseem Aslam, Adrián Csiszárik, John Moberg, Ali Hebbal, Kathrin Grosse, Pekka Marttinen, Bang An, Hlynur Jónsson, Samuel Kessler, Abhishek Kumar, Michael Figurnov, , Steindor Saemundsson, Ari Heljakka, Dániel Varga, Niklas Maximilian Heim, Simone Rossi, Max Laves, Waseem Gharbieh, Nick Roberts, Luis Armando Pérez Rey, Matthew Willetts, Prithvi Chakrabarty, Sumedh Ghaisas, Carl Shneider, Wray Buntine, Kamil Adamczewski, Xavier Gitiaux, Suwen Lin, Hao Fu, Gunnar Rätsch, Aidan Gomez, Erik Bodin, Dinh Phung, Lennart Svensson, Juliano Tusi Amaral Laganá Pinto, Milad Alizadeh, Jianzhun Du, Kevin Murphy, Beatrix Benkő, Shashaank Vattikuti, Jonathan Gordon, Chris Kanan, Sontje Ihler, Darin Graham, Michael Teng, Louis Kirsch, Tomas Pevny, Taras Holotyak
10:35 AM Invited talk 3 (Talk)
10:55 AM Contributed talk 3 (Talk)
11:10 AM Invited talk 4 (Talk)
11:30 AM Contributed talk 4 (Talk)
01:20 PM Invited talk 5 (Talk)
01:40 PM Contributed talk 5 (Talk)
01:55 PM Invited talk 6 (Talk)
02:10 PM Contributed talk 6 (Talk)
02:30 PM Poster session 2 (Poster session)
03:30 PM Contributed talk 7 (Talk)
03:50 PM Invited talk 7 (Talk)
04:05 PM Contributed talk 8 (Talk)
04:30 PM Panel session
05:30 PM Poster session 3 (Poster session)