Huang, Minhui
- Efficiently Escaping Saddle Points in Bilevel Optimization
2022/02/08 by Minhui Huang, Huang, Minhui, Kaiyi Ji +6 · 6 citations
Computer Science · Engineering · Medicine · #Stochastic Gradient Optimization Techniques #Sparse and Compressive Sensing Techniques #Advanced Neuroimaging Techniques and Applications
- Enhancing Embedding Representation Stability in Recommendation Systems with Semantic ID
2025/04/02 by Zheng, Carolina, Huang, Minhui, Pedchenko, Dmitrii +15 · 16 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Retrieval (cs.IR)
- Stochastic Smoothed Gradient Descent Ascent for Federated Minimax Optimization
2023/11/02 by Wei L. Shen, Minhui Huang, Shen, Wei +5 · 3 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #FOS: Computer and information sciences #FOS: Mathematics #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- On the Convergence of Projected Alternating Maximization for Equitable and Optimal Transport
2021/09/29 by Minhui Huang, Shiqian Ma, Huang, Minhui +3 · 2 citations
Mathematics · Business, Management and Accounting · Economics, Econometrics and Finance · #Markov Chains and Monte Carlo Methods #Advanced Queuing Theory Analysis #Stochastic processes and financial applications
- Decentralized Stochastic Bilevel Optimization with Improved per-Iteration Complexity
2022/10/23 by Chen, Xuxing, Huang, Minhui, Ma, Shiqian +1 · 2 citations
#Distributed #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Parallel #and Cluster Computing (cs.DC)
- Tuning-Free Bilevel Optimization: New Algorithms and Convergence Analysis
2024/10/07 by Yifan Yang, Yang, Yifan, Hao Ban +7 · 4 citations
Economics, Econometrics and Finance · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic processes and financial applications
- Achieving Linear Speedup in Non-IID Federated Bilevel Learning
2023/02/10 by Minhui Huang, Huang, Minhui, Dewei Zhang +3 · 3 citations
Computer Science · Medicine · #Cooperative Communication and Network Coding #FOS: Computer and information sciences #FOS: Mathematics #Gallbladder and Bile Duct Disorders #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Privacy-Preserving Technologies in Data
- Projection Robust Wasserstein Barycenters
2021/02/05 by Huang, Minhui, Ma, Shiqian, Lai, Lifeng · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Escaping Saddle Points for Nonsmooth Weakly Convex Functions via Perturbed Proximal Algorithms
2021/02/04 by Minhui Huang, Huang, Minhui, Zhu, Weiming · 1 citation
Computer Science · Engineering · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical methods in inverse problems #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques
- Decentralized Bilevel Optimization
2022/06/12 by Chen, Xuxing, Huang, Minhui, Ma, Shiqian · 1 citation
#FOS: Mathematics #Optimization and Control (math.OC)
- A Riemannian Block Coordinate Descent Method for Computing the Projection Robust Wasserstein Distance
2020/12/09 by Minhui Huang, Huang, Minhui, Shiqian Ma +3 · 1 citation
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Generative Adversarial Networks and Image Synthesis #3D Shape Modeling and Analysis