Competition
NeurIPS 2023 Machine Unlearning Competition
Eleni Triantafillou · Fabian Pedregosa · Meghdad Kurmanji · Kairan ZHAO · Gintare Karolina Dziugaite · Peter Triantafillou · Ioannis Mitliagkas · Vincent Dumoulin · Lisheng Sun · Peter Kairouz · Julio C Jacques Junior · Jun Wan · Sergio Escalera · Isabelle Guyon
Room 355
We are proposing the first competition on machine unlearning, to our knowledge. Unlearning is a rapidly growing area of research that has emerged in response to one of the most significant challenges in deep learning: allowing users to exercise their right to be forgotten. This is particularly challenging in the context of deep models, which tend to memorize information from their training data, thus compromising privacy. The lack of a standardized evaluation protocol has hindered the development of unlearning, which is a relatively new area of research. Our challenge is designed to fill this need. By incentivizing the development of better unlearning algorithms, informing the community of their relative strengths and weaknesses, and unifying evaluation criteria, we expect our competition to have a significant impact. We propose a realistic scenario for unlearning face images.
Schedule
Fri 7:00 a.m. - 7:05 a.m.
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Intro
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Talk
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SlidesLive Video |
🔗 |
Fri 7:05 a.m. - 7:15 a.m.
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A crash intro on unlearning
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Talk
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SlidesLive Video |
Eleni Triantafillou · Peter Triantafillou 🔗 |
Fri 7:15 a.m. - 7:40 a.m.
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Introducing our evaluation metric
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Talk
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SlidesLive Video |
Peter Kairouz 🔗 |
Fri 7:40 a.m. - 7:50 a.m.
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Break
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Fri 7:50 a.m. - 8:50 a.m.
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Highlights of top submitted unlearning algorithms
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Talk
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SlidesLive Video |
Fabian Pedregosa · Doun Lee · Sebastian Oleszko · Seifeddine Achour · Jaesin Ahn · Toshiyuki Kato · Shunichi Watanabe 🔗 |
Fri 8:50 a.m. - 9:00 a.m.
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Break
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Fri 9:00 a.m. - 9:10 a.m.
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Discussion of limitations and open questions
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Talk
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SlidesLive Video |
Eleni Triantafillou 🔗 |
Fri 9:10 a.m. - 10:00 a.m.
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Panel discussion
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Panel
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SlidesLive Video |
Roger Grosse · Anvith Thudi · Matthew Jagielski · Aaron Roth · Ximing Lu · Eleni Triantafillou 🔗 |