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@MingruiLiu-ML-Lab GMU Mingrui Liu (ML) Lab

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    11 repositories

    • Accelerated-Bilevel-Optimization-Unbounded-Smoothness

      Public
      [NeurIPS 2024] An Accelerated Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness
      Python
      •
      MIT License
      •0•0•0•0•Updated Oct 30, 2024Oct 30, 2024

    • FL-under-Periodic-Participation

      Public
      [NeurIPS 2024] Federated Learning under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis
      Python
      •
      MIT License
      •0•0•0•0•Updated Oct 30, 2024Oct 30, 2024

    • Provable-Benefit-Local-Steps-Feature-Learning

      Public
      [ICML 2024] Provable Benefits of Local Steps in Heterogeneous Federated Learning for Neural Networks: A Feature Learning Perspective
      Python
      •
      MIT License
      •0•0•0•0•Updated May 30, 2024May 30, 2024

    • Single-Loop-bilevel-Optimizer-under-Unbounded-Smoothness

      Public
      [ICML 2024] A Nearly Optimal Single Loop Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness
      Python
      •
      MIT License
      •0•0•0•0•Updated May 27, 2024May 27, 2024

    • Bilevel-Optimization-under-Unbounded-Smoothness

      Public
      [ICLR 2024, Spotlight] Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence Analysis
      Python
      •
      MIT License
      •0•1•0•0•Updated Jan 17, 2024Jan 17, 2024

    • Bilevel-Coreset-Selection-via-Regularization

      Public
      [NeurIPS 2023] Bilevel Coreset Selection in Continual Learning: A New Formulation and Algorithm
      Python
      •
      MIT License
      •1•6•0•0•Updated Nov 23, 2023Nov 23, 2023

    • episode_plusplus

      Public
      [NeurIPS 2023] Federated Learning with Client Subsampling, Data Heterogeneity, and Unbounded Smoothness: A New Algorithm and Lower Bounds
      Python
      •
      GNU General Public License v3.0
      •0•0•0•0•Updated Oct 28, 2023Oct 28, 2023

    • Lifelong-AUC

      Public
      [UAI2023] AUC Maximization in Imbalanced Lifelong Learning
      Python
      •
      MIT License
      •0•0•0•0•Updated Jul 2, 2023Jul 2, 2023

    • episode

      Public
      [ICLR 2023] EPISODE: Episodic Gradient Clipping with Periodic Resampled Corrections for Federated Learning with Heterogeneous Data
      Python
      •
      GNU General Public License v3.0
      •0•2•0•0•Updated Apr 25, 2023Apr 25, 2023

    • Communication-Efficient-Local-Gradient-Clipping

      Public
      [NeurIPS 2022] A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks
      Python
      •
      GNU General Public License v3.0
      •0•1•0•0•Updated Sep 21, 2022Sep 21, 2022

    • Federated-Sparse-Learning

      Public
      [ICML 2022] Fast Composite Optimization and Statistical Recovery in Federated Learning
      MATLAB
      •0•7•0•0•Updated Aug 23, 2022Aug 23, 2022