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NSF award 2502259 · Columbia University

Collaborative Research: MFAI: Emergence of features in modern machine learning

Final report due

28 January 2029

in 833 days · The award ends on 30 September 2028.

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Dates this award owes

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  • Decide about an extension2 Jun 2028in 593 days

    award ending 2028-09-30 · Research.gov

  • Extension request16 Aug 2028in 668 days

    award ending 2028-09-30 · Research.gov

  • No-cost extension notice20 Sep 2028in 703 days

    award ending 2028-09-30 · Research.gov

  • Final report due28 Jan 2029in 833 days

    award ending 2028-09-30 · Research.gov

  • Project outcomes report due28 Jan 2029in 833 days

    award ending 2028-09-30 · Research.gov

  • Award is closed out28 Jan 2029in 833 days

    award ending 2028-09-30 · Research.gov

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How we got this date

  1. NSF lists this award's end date as 30 September 2028.
  2. NSF rules say the final report is due no later than 120 days after that.
  3. So the final report is due by 28 January 2029.

Read the rule on Research.gov

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Award card

Award number
2502259
Period of support
1 Oct 2025 – 30 Sep 2028
Amount
$475,000
Awardee
Columbia University, NEW York, NY
Program
EPCL: Energy, Power, Control,, MSPA-INTERDISCIPLINARY, Special Projects - CCF
Directorate
MPS

Abstract

The goal of this research project is to build mathematical foundations for reasoning about the behavior of modern machine learning systems. Foundations are needed to direct future developments in Artificial Intelligence (AI) research, and also to diagnose and remedy problems that arise in existing AI systems. This project specifically focuses on how AI models represent data. For example, many language models are…

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