Federated learning is a recent and rapidly expanding area of machine learning that allows parties to benefit from joint training of models whilst respecting the privacy of each party's data. IBM Research has a broad effort in federated learning comprising novel methods, models and paradigms and offers an enterprise-strength federated learning platform free to use for non-commercial purposes, the IBM Federated Learning Community Edition.
The session will give an overview through a series of 7 short talks on the most exciting new research results from IBM Research in federated learning. Questions shall be collected using the Chat window and addressed after the lightning talks as well as after the live-interactive demo.
Sun 5:00 p.m. - 5:07 p.m.
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Adaptive Federated Learning for Communication and Computation Efficiency (2021 IEEE Leonard Prize-winning work).
(
New FL Paradigms: Lightning talk #1
)
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SlidesLive Video |
Shiqiang Wang 🔗 |
Sun 5:07 p.m. - 5:13 p.m.
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Fed+ for robustness and personalization
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New FL Paradigms: Lighning talk #2
)
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SlidesLive Video |
Laura Wynter 🔗 |
Sun 5:13 p.m. - 5:20 p.m.
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Model fusion via single-round FL
(
New FL Paradigms: Lightning talk #3
)
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SlidesLive Video |
Mikhail Yurochkin 🔗 |
Sun 5:20 p.m. - 5:27 p.m.
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Efficient, Legally Compliant Privacy-Preserving Federated Learning
(
Privacy in FL: Lighning talk #1
)
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SlidesLive Video |
Theodoros Salonidis 🔗 |
Sun 5:27 p.m. - 5:36 p.m.
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Mechanisms for Privacy Preserving and Adversarial Training in Federated Learning
(
Privacy in FL: Lighning talk #2
)
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SlidesLive Video |
Parijat Dube · Jayaram Kallapalayam Radhakrishnan 🔗 |
Sun 5:36 p.m. - 5:43 p.m.
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Governance in FL: Providing AI Fairness and Accountability
(
Privacy in FL: Lighning talk #3
)
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SlidesLive Video |
Nathalie Baracaldo · Ali Anwar · Annie Abay 🔗 |
Sun 5:43 p.m. - 5:50 p.m.
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Live-action Demo with Audience Participation: Jointly train an FL model using algorithms presented in the lightning talks
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Demo
)
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SlidesLive Video |
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Sun 5:53 p.m. - 5:59 p.m.
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Live Q&A with presenters
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Discussion and Q&A
)
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SlidesLive Video |
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