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Workshop
Fri Dec 08:00 AM -- 06:00 PM PST @ West Ballroom B
Meta-Learning
Roberto Calandra · Ignasi Clavera Gilaberte · Frank Hutter · Joaquin Vanschoren · Jane Wang





Workshop Home Page

Recent years have seen rapid progress in meta­learning methods, which learn (and optimize) the performance of learning methods based on data, generate new learning methods from scratch, and learn to transfer knowledge across tasks and domains. Meta­learning can be seen as the logical conclusion of the arc that machine learning has undergone in the last decade, from learning classifiers, to learning representations, and finally to learning algorithms that themselves acquire representations and classifiers. The ability to improve one’s own learning capabilities through experience can also be viewed as a hallmark of intelligent beings, and there are strong connections with work on human learning in neuroscience. The goal of this workshop is to bring together researchers from all the different communities and topics that fall under the umbrella of meta­learning. We expect that the presence of these different communities will result in a fruitful exchange of ideas and stimulate an open discussion about the current challenges in meta­learning, as well as possible solutions.

09:00 AM Opening Remarks
09:10 AM Meta-learning as hierarchical modeling (Talk)
Erin Grant
09:40 AM How Meta-Learning Could Help Us Accomplish Our Grandest AI Ambitions, and Early, Exotic Steps in that Direction (Talk)
Jeff Clune
10:10 AM Poster Spotlights 1 (Spotlight)
10:30 AM Coffee/Poster session 1 (Poster Session)
Shiro Takagi, Khurram Javed, Johanna Sommer, Amr Sharaf, Pierluca D'Oro, Ying Wei, Sivan Doveh, Colin White, Santiago Gonzalez, Cuong Nguyen, mao li, Tianhe (Kevin) Yu, Tiago Ramalho, Masahiro Nomura, Ahsan Alvi, Jean-Francois Ton, Ronny Huang, Jessica Lee, Sebastian Flennerhag, Michael Zhang, Abe Friesen, Paul Blomstedt, Alina Dubatovka, Sergey Bartunov, Subin Yi, Iaroslav Shcherbatyi, Christian Simon, Zeyuan Shang, David MacLeod, Lu Liu, Liam Fowl, Diego Parente Paiva Mesquita, Deirdre Quillen
11:30 AM Interaction of Model-based RL and Meta-RL (Talk)
Pieter Abbeel
12:00 PM Discussion 1 (Discussion Panel)
02:00 PM Abstraction & Meta-Reinforcement Learning (Talk)
Dave Abel
02:30 PM Scalable Meta-Learning (Talk)
Raia Hadsell
03:00 PM Poster Spotlights 2 (Spotlight)
03:20 PM Coffee/Poster session 2 (Poster Session)
Xingyou Song, Puneet Mangla, David Salinas, Zhenxun Zhuang, Leo Feng, Shell Xu Hu, Raul Puri, Wesley J Maddox, Aniruddh Raghu, Prudencio Tossou, Mingzhang Yin, Ishita Dasgupta, Kangwook Lee, Ferran Alet, Zhen Xu, Jörg KH Franke, James Harrison, Jonathan Warrell, Guneet S Dhillon, Arber Zela, Xin Qiu, Julien Niklas Siems, Russell Mendonca, Louis Schlessinger, Jeffrey Li, Georgiana Manolache, Debo Dutta, Lucas Glass, Abhishek Singh, Gregor Koehler
04:30 PM Contributed Talk 1: Meta-Learning with Warped Gradient Descent (Sebastian Flennerhag) (Talk)
04:45 PM Contributed Talk 2: MetaPix: Few-shot video retargeting (Jessica Lee) (Talk)
05:00 PM Compositional generalization in minds and machines (Talk)
Brenden Lake
05:30 PM Discussion 2 (Discussion Panel)