NSF award 2443024 · University of California-Irvine
CAREER: Enhancing Human-AI Collaboration Toward Trustworthy Learning-Based Network Controllers
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
- 2443024
- Period of support
- 1 Oct 2025 – 30 Sep 2030
- Amount
- $600,000
- Awardee
- University of California-Irvine, Irvine, CA
- Program
- Networking Technology and Syst
- Directorate
- CSE
Abstract
Machine learning-based approaches are increasingly replacing manually designed heuristics in network controllers such as those used for adaptive bit rate video streaming and for Internet congestion control. However, these black-box learned models introduce new challenges for network operators. Key concerns include selecting appropriate training data, testing under realistic and variable network conditions, ensuring…
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