Explore Research Products in the PAR
It may take a few hours for recently added research products to appear in PAR search results.


  • Home
  • Search Results
  • Page 1 of 2

Search for: All records

Award ID contains: 2047288

Note: When clicking on a Digital Object Identifier (DOI) number, you will be taken to an external site maintained by the publisher. Some full text articles may not yet be available without a charge during the embargo (administrative interval).
What is a DOI Number?

Some links on this page may take you to non-federal websites. Their policies may differ from this site.

  1. ; ; ; (, 39th Annual Conference on Learning Theory (COLT 2026))
    We study the problem of selecting the largest among n unknown values x1,…,xn given only a single unbiased estimate yi for each xi. We design strategies that are simultaneously admissible (not uniformly dominated by any other strategy) and also never worse than a given baseline such as uniform random selection. We provide an application to stochastic optimization, specifically to the ubiquitous "iterate averaging" procedure in machine learning. 
    more » « less
    Free, publicly-accessible full text available July 15, 2027
  2. ; (, Forty-Third International Conference on Machine Learning (ICML 2026))
    We provide the first known analysis of the "Skip gram with negative sampling" procedure for DeepWalk embeddings of graphs drawn from the stochastic block model. 
    more » « less
    Free, publicly-accessible full text available July 15, 2027
  3. ; (, Twenty-Ninth Annual Conference on Artificial Intelligence and Statistics (AISTATS 2026))
    We developed new algorithms for graph-augmentation in order to optimize the so-called Kirchoff Index of a graph. This is closely related to well-studied problems such as experiment design in statistics. 
    more » « less
    Free, publicly-accessible full text available April 1, 2027
  4. ; ; ; (, Proceedings of the 13th International Conference on Learning Representations (ICLR))
    Accepted Manuscript Full Text Available
  5. ; ; ; (, Proceedings of the 13th International Conference on Learning Representations (ICLR))
    Accepted Manuscript Full Text Available
  6. ; (, The 41st International Conference on Machine Learning (ICML 2024))
    Accepted Manuscript Full Text Available
  7. ; (, Proceedings of the 41st International Conference on Machine Learning)
    Accepted Manuscript Full Text Available
  8. ; (, International Conference on Artificial Intelligence and Statistics (AISTATS))
    Accepted Manuscript Full Text Available
  9. ; ; ; (, Innovations in Theoretical Computer Science (ITCS))
    Accepted Manuscript Full Text Available
  10. ; (, International Conference on Artificial Intelligence and Statistics (AISTATS))
    Accepted Manuscript Full Text Available