Workshop

Workshop on Learning to Learn

Sarah Bechtle, Todor Davchev, Yevgen Chebotar, Timothy Hospedales, Franziska Meier

Abstract:

Recent years have seen a lot of interest in the use and development of learning-to-learn algorithms. Research on learning-to-learn, or meta-learning, algorithms is often motivated by the hope to learn representations that can be easily transferred to the learning of new skills, and lead to faster learning. Yet, current meta-learned representations often struggle to generalize to novel task settings. In this workshop, we’d like to discuss how humans meta-learn, and what we can and should expect from learning-to-learn in the field of machine learning. Our aim is to bring together researchers from a variety of backgrounds with the hope to discuss and reason about what learning to learn means from a cognitive perspective, and how this knowledge might translate into algorithmic advances. In particular we are interested in creating a platform to enable the exchange between the fields of neuroscience and machine learning.
We believe that it is an important moment for the machine learning community to reflect upon these questions in order to advance the field and increase its variety in approaching learning to learn. We hope that by fostering discussions between cognitive science and machine learning researchers, we enable both sides to draw inspiration to further the understanding and development of learning-to-learn algorithms.

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Schedule

Fri 7:00 a.m. - 7:10 a.m.
Introduction and opening remarks (Introduction)
Fri 7:10 a.m. - 7:11 a.m.
Introduction to invited speaker: Ishita Dasgupta (Introduction)   
Sarah Bechtle
Fri 7:11 a.m. - 7:41 a.m.
Invited Talk: Ishita Dasgupta (Invited Talk)   
Ishita Dasgupta
Fri 7:41 a.m. - 7:42 a.m.
Introduction to speaker: Jane Wang (Introduction)   
Todor Davchev
Fri 7:42 a.m. - 8:12 a.m.
Invited Speaker: Jane Wang (Invited Talk)   
Jane Wang
Fri 8:12 a.m. - 8:13 a.m.
Introduction to speaker: Jennifer Raymond (Introduction)
Franziska Meier
Fri 8:13 a.m. - 8:43 a.m.
Invited Speaker: Jennifer Raymond (Invited Talk)   
Jennifer Raymond
Fri 8:43 a.m. - 8:44 a.m.
Introduction to lightning talks and Poster session (Introduction)
Fri 8:44 a.m. - 9:14 a.m.
Lightning Talks Poster Session (lightning talks)
Fri 9:14 a.m. - 10:00 a.m.
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Please join us on gather.town for our poster session. Please use Firefox or a chromium browser

Fri 10:00 a.m. - 10:01 a.m.
Introduction to speaker Edward Grefenstette (Introduction)   
Yevgen Chebotar
Fri 10:01 a.m. - 10:31 a.m.
Invited Speaker: Edward Grefenstette (Invited Talk)   
Ed Grefenstette
Fri 10:31 a.m. - 10:32 a.m.
Introduction to speaker: Risto Miikkulainen (Introduction)   
Timothy Hospedales
Fri 10:32 a.m. - 11:02 a.m.
Invited Speaker: Risto Miikkulainen (Invited Talk)   
Risto Miikkulainen
Fri 11:02 a.m. - 11:03 a.m.
Introduction to speaker: Erin Grant (Introduction)   
Sarah Bechtle
Fri 11:03 a.m. - 11:33 a.m.
Invited Speaker: Erin Grant (Invited Talk)
Erin Grant
Fri 11:33 a.m. - 12:45 p.m.
Q&A and Panel Discussion (Panel Discussion)