NSF award 2619079 · University of Texas at San Antonio
Collaborative Research: A Subspace Optimization Framework for Resource-Efficient and Private Fine-Tuning of Large Language Models
Final report due
30 April 2030
in 1,290 days · The award ends on 31 December 2029.
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- Decide about an extension2 Sep 2029in 1050 days
award ending 2029-12-31 · Research.gov
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award ending 2029-12-31 · Research.gov
- No-cost extension notice21 Dec 2029in 1160 days
award ending 2029-12-31 · Research.gov
- Final report due30 Apr 2030in 1290 days
award ending 2029-12-31 · Research.gov
- Project outcomes report due30 Apr 2030in 1290 days
award ending 2029-12-31 · Research.gov
- Award is closed out30 Apr 2030in 1290 days
award ending 2029-12-31 · Research.gov
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- NSF lists this award's end date as 31 December 2029.
- NSF rules say the final report is due no later than 120 days after that.
- So the final report is due by 30 April 2030.
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Award card
- Award number
- 2619079
- Period of support
- 1 Jan 2027 – 31 Dec 2029
- Amount
- $120,000
- Awardee
- University of Texas at San Antonio, SAN Antonio, TX
- Program
- CSCS: Circuits and Systems for
- Directorate
- ENG
Abstract
Large language models (LLMs) have transformed artificial intelligence (AI) applications by enabling advanced language understanding, content generation, and decision-making across many domains. However, adapting these general-purpose models to specialized tasks often requires substantial computing resources and access to sensitive, domain-specific data. These requirements can limit the ability of small…
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