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Mingrui Liu

Topic trends: 32,543 papers · similarity ≥ 0.4 · year ≥ 2024 · Data sourced from Semantic Scholar

34,598 papers | Abstracts: 31,650 (91.5%) | Citations: 34,598 (100.0%) | arXiv: 26,074 (75.4%)

Built: Feb 14, 2026, 11:22 PM AMS

14

papers

275

total citations

papers (14)

Robustness to Unbounded Smoothness of Generalized SignSGD

NEURIPS 2022arXiv

A Decentralized Parallel Algorithm for Training Generative Adversarial Nets

NEURIPS 2020arXiv

Will Bilevel Optimizers Benefit from Loops

NEURIPS 2022arXiv

A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks

NEURIPS 2022arXiv

Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence Analysis

Improved Schemes for Episodic Memory-based Lifelong Learning

NEURIPS 2020arXiv

A Nearly Optimal Single Loop Algorithm for Stochastic Bilevel Optimization under Unbounded Smoothness

Adaptive Algorithms with Sharp Convergence Rates for Stochastic Hierarchical Optimization

NEURIPS 2025arXiv

Global Convergence Analysis of Local SGD for Two-layer Neural Network without Overparameterization

Bilevel Coreset Selection in Continual Learning: A New Formulation and Algorithm

Provable Benefits of Local Steps in Heterogeneous Federated Learning for Neural Networks: A Feature Learning Perspective

Federated Learning with Client Subsampling, Data Heterogeneity, and Unbounded Smoothness: A New Algorithm and Lower Bounds

Constant Stepsize Local GD for Logistic Regression: Acceleration by Instability

Generalization Guarantee of SGD for Pairwise Learning