Workshop
Workshop on Federated Learning Systems
Dimitris Stripelis · Chaoyang He · Hongyi Wang · Tian Li · Praneeth Vepakomma · Bo Li · Eric Xing
Room 242
Thu 8 Jun, 5:50 a.m. PDT
We organize this workshop to spur further research in the intersection of federated learning algorithmic optimization, model and data privacy & security, and federated learning systems efficiency and scalability.
Topics of interest include, but are not limited to:
• Challenges of FL systems deployment.
• Design and development of scalable FL systems.
• FL systems automation.
• FL systems in real-world, practical and production settings.
• FL systems with federated data management awareness.
• FL systems tailored for different learning applications, such as medical, finance, and manufacturing.
• FL systems tailored for different learning topologies, such as centralized, decentralized, and hierarchical.
• FL systems tailored for different data partitioning schemes, such as horizontal, vertical, and hybrid.
• FL systems with self-tuning capabilities.
• FL systems with failover capabilities.
• FL systems benchmark and evaluation.
• Data value and economics of data federations and FL systems.
• Auditable FL systems.
• Explainable FL systems.
• Interpretable FL systems.
• FL systems open challenges and vision perspectives.
• Incentives for formatting large-scale federations across organizations.
• Operational challenges in FL systems.
• Resilient and robust FL systems.
• Standardization of FL systems.
• Trade-offs between FL systems privacy, security, and efficiency.
• Trustworthy FL systems.
• Privacy, security, and hardware co-designs for FL systems.
Schedule
Thu 5:50 a.m. - 6:00 a.m.
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Opening Remarks
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Opening Remarks
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SlidesLive Video |
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Thu 6:00 a.m. - 6:30 a.m.
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Virginia Smith (CMU)
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Invited Speaker
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SlidesLive Video |
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Thu 6:30 a.m. - 7:00 a.m.
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Salman Avestimehr (USC)
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Invited Speaker
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SlidesLive Video |
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Thu 7:15 a.m. - 8:00 a.m.
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Papers Presentation Session 1
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Lighting Talks
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SlidesLive Video |
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Thu 8:00 a.m. - 8:30 a.m.
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Shiqiang Wang (IBM)
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Invited Speaker
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SlidesLive Video |
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Thu 9:30 a.m. - 10:00 a.m.
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Chunxiang Zheng (Google)
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Invited Speaker
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SlidesLive Video |
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Thu 10:00 a.m. - 10:30 a.m.
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Papers Presentation Session 2
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Lighting Talks
)
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SlidesLive Video |
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Thu 10:30 a.m. - 11:00 a.m.
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Alexey Tumanov (Georgia Tech)
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Invited Speaker
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SlidesLive Video |
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Thu 11:15 a.m. - 12:30 p.m.
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Poster Session
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Demo
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Thu 12:30 p.m. - 12:45 p.m.
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Closing Remarks
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Closing Remarks
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