Spatial Co-Location Pattern Mining Based on Hesitant Fuzzy Location. - Minhui Huang; Bo Wei; Zhaowei Liu (ICITEE, 2020)

A Riemannian Block Coordinate Descent Method for Computing the Projection Robust Wasserstein Distance. - Minhui Huang; Shiqian Ma; Lifeng Lai (ICML, 2021)

Projection Robust Wasserstein Barycenters. - Minhui Huang; Shiqian Ma; Lifeng Lai (ICML, 2021)

Escaping Saddle Points for Nonsmooth Weakly Convex Functions via Perturbed Proximal Algorithms. - Minhui Huang (CoRR, 2021)

On the Convergence of Projected Alternating Maximization for Equitable and Optimal Transport. - Minhui Huang; Shiqian Ma; Lifeng Lai (CoRR, 2021)

Robust Low-Rank Matrix Completion via an Alternating Manifold Proximal Gradient Continuation Method. - Minhui Huang; Shiqian Ma; Lifeng Lai (IEEE Trans. Signal Process., 2021)

Efficiently Escaping Saddle Points in Bilevel Optimization. - Minhui Huang; Kaiyi Ji; Shiqian Ma; Lifeng Lai (CoRR, 2022)

Decentralized Stochastic Bilevel Optimization with Improved Per-Iteration Complexity. - Xuxing Chen; Minhui Huang; Shiqian Ma; Krishnakumar Balasubramanian 002 (CoRR, 2022)

Decentralized Stochastic Bilevel Optimization with Improved per-Iteration Complexity. - Xuxing Chen; Minhui Huang; Shiqian Ma; Krishna Balasubramanian (ICML, 2023)

Achieving Linear Speedup in Non-IID Federated Bilevel Learning. - Minhui Huang; Dewei Zhang; Kaiyi Ji (ICML, 2023)

Stochastic Smoothed Gradient Descent Ascent for Federated Minimax Optimization. - Wei Shen; Minhui Huang; Jiawei Zhang; Cong Shen (AISTATS, 2024)

MultiBalance: Multi-Objective Gradient Balancing in Industrial-Scale Multi-Task Recommendation System. - Yun He; Xuxing Chen; Jiayi Xu; Renqin Cai; Yiling You; Jennifer Cao; Minhui Huang; Liu Yang 001; Yiqun Liu; Xiaoyi Liu; Rong Jin 001; Sem Park; et al. (CoRR, 2024)

Tuning-Free Bilevel Optimization: New Algorithms and Convergence Analysis. - Yifan Yang; Hao Ban; Minhui Huang; Shiqian Ma; Kaiyi Ji (ICLR, 2025)

Enhancing Embedding Representation Stability in Recommendation Systems with Semantic ID. - Carolina Zheng; Minhui Huang; Dmitrii Pedchenko; Kaushik Rangadurai; Siyu Wang; Gaby Nahum; Jie Lei; Yang Yang; Tao Liu; Zutian Luo; Xiaohan Wei; Dinesh Ramasamy; et al. (CoRR, 2025)

On the Convergence Analysis of Muon. - Wei Shen; Ruichuan Huang; Minhui Huang; Cong Shen; Jiawei Zhang (CoRR, 2025)

MLorc: Momentum Low-rank Compression for Large Language Model Adaptation. - Wei Shen; Zhang Yaxiang; Minhui Huang; Mengfan Xu; Jiawei Zhang; Cong Shen (CoRR, 2025)