NSF award 2440610 · North Carolina Agricultural & Technical State University
CAREER: Advancing Federated Learning: Incentivizing Privacy-Preserving Collaborative Learning in Dynamic Environments
Final report due
28 January 2031
in 1,563 days · The award ends on 30 September 2030.
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Dates this award owes
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- Decide about an extension2 Jun 2030in 1323 days
award ending 2030-09-30 · Research.gov
- Extension request16 Aug 2030in 1398 days
award ending 2030-09-30 · Research.gov
- No-cost extension notice20 Sep 2030in 1433 days
award ending 2030-09-30 · Research.gov
- Final report due28 Jan 2031in 1563 days
award ending 2030-09-30 · Research.gov
- Project outcomes report due28 Jan 2031in 1563 days
award ending 2030-09-30 · Research.gov
- Award is closed out28 Jan 2031in 1563 days
award ending 2030-09-30 · Research.gov
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- NSF lists this award's end date as 30 September 2030.
- NSF rules say the final report is due no later than 120 days after that.
- So the final report is due by 28 January 2031.
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Award card
- Award number
- 2440610
- Period of support
- 1 Oct 2025 – 30 Sep 2030
- Amount
- $513,998
- Awardee
- North Carolina Agricultural & Technical State University, Greensboro, NC
- Program
- EPCL: Energy, Power, Control,
- Directorate
- ENG
Abstract
Federated learning is a method that enables multiple devices or organizations, referred to as clients, to collaboratively train a shared machine learning model without sharing their private data. Although it has shown promise in real-world applications, it still faces several challenges. One major issue is the lack of fairness, where clients who contribute higher-quality data do not often see their efforts properly…
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