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A Two-Timescale Stochastic Algorithm Framework for Bilevel Optimization: Complexity Analysis and Application to Actor-Critic

  • Published:2023-01-27 Issue:1 Volume:33 Page:147-180
  • ISSN:1052-6234
  • Container-title:SIAM Journal on Optimization
  • language:en
  • Short-container-title:SIAM J. Optim.

Author:

Hong Mingyi1,Wai Hoi-To2ORCID,Wang Zhaoran3,Yang Zhuoran4

Affiliation:

1. Department of ECE, University of Minnesota, Minneapolis, MN 55455 USA.

2. Department of SEEM, The Chinese University of Hong Kong, Hong Kong.

3. Department of IEMS, Northwestern University, Evanston, IL 60208 USA.

4. Department of Statistics and Data Science, Yale University, New Haven, CT 06520 USA.

Funder

NSF

Publisher

Society for Industrial & Applied Mathematics (SIAM)

Subject

Theoretical Computer Science,Software,Applied Mathematics

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3. First-Order Penalty Methods for Bilevel Optimization;SIAM Journal on Optimization;2024-06-05

4. STO-DARTS: Stochastic Bilevel Optimization for Differentiable Neural Architecture Search;IEEE Transactions on Emerging Topics in Computational Intelligence;2024-06

5. iSLAM: Imperative SLAM;IEEE Robotics and Automation Letters;2024-05
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