Mingyi Hong
University of Minnesota-Twin Cities
H-index: 58
North America-United States
Top articles of Mingyi Hong
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark | arXiv preprint arXiv:2402.11592 | Yihua Zhang Pingzhi Li Junyuan Hong Jiaxiang Li Yimeng Zhang | 2024/2/18 |
EMC: Efficient MCMC Negative Sampling for Contrastive Learning with Global Convergence | arXiv preprint arXiv:2404.10575 | Chung-Yiu Yau Hoi-To Wai Parameswaran Raman Soumajyoti Sarkar Mingyi Hong | 2024/4/16 |
RAW: A Robust and Agile Plug-and-Play Watermark Framework for AI-Generated Images with Provable Guarantees | arXiv preprint arXiv:2403.18774 | Xun Xian Ganghua Wang Xuan Bi Jayanth Srinivasa Ashish Kundu | 2024/1/23 |
Privacy-preserving federated learning: algorithms and guarantees | Xinwei Zhang Xiangyi Chen Bingqing Song Prashant Khanduri Mingyi Hong | 2024/1/1 | |
Problem-Parameter-Free Decentralized Nonconvex Stochastic Optimization | arXiv preprint arXiv:2402.08821 | Jiaxiang Li Xuxing Chen Shiqian Ma Mingyi Hong | 2024/2/13 |
A Smoothed Bregman Proximal Gradient Algorithm for Decentralized Nonconvex Optimization | Wenqiang Pu Jiawei Zhang Rui Zhou Xiao Fu Mingyi Hong | 2024/4/14 | |
A survey of advances in optimization methods for wireless communication system design | arXiv preprint arXiv:2401.12025 | Ya-Feng Liu Tsung-Hui Chang Mingyi Hong Zheyu Wu Anthony Man-Cho So | 2024/1/22 |
Pre-training Differentially Private Models with Limited Public Data | arXiv preprint arXiv:2402.18752 | Zhiqi Bu Xinwei Zhang Mingyi Hong Sheng Zha George Karypis | 2024/2/28 |
When Demonstrations meet Generative World Models: A Maximum Likelihood Framework for Offline Inverse Reinforcement Learning | Advances in Neural Information Processing Systems | Siliang Zeng Chenliang Li Alfredo Garcia Mingyi Hong | 2024/2/13 |
MADA: Meta-Adaptive Optimizers through hyper-gradient Descent | arXiv preprint arXiv:2401.08893 | Kaan Ozkara Can Karakus Parameswaran Raman Mingyi Hong Shoham Sabach | 2024/1/17 |
Zeroth-Order Machine Learning: Fundamental Principles and Emerging Applications in Foundation Models | Sijia Liu Tianlong Chen Zhangyang Wang Pin-Yu Chen Mingyi Hong | 2024/2/20 | |
A unified detection framework for inference-stage backdoor defenses | Advances in Neural Information Processing Systems | Xun Xian Ganghua Wang Jayanth Srinivasa Ashish Kundu Xuan Bi | 2024/2/13 |
Krylov Cubic Regularized Newton: A Subspace Second-Order Method with Dimension-Free Convergence Rate | arXiv preprint arXiv:2401.03058 | Ruichen Jiang Parameswaran Raman Shoham Sabach Aryan Mokhtari Mingyi Hong | 2024/1/5 |
First-order algorithms without lipschitz gradient: A sequential local optimization approach | INFORMS Journal on Optimization | Junyu Zhang Mingyi Hong | 2024/2/20 |
Selectivity Drives Productivity: Efficient Dataset Pruning for Enhanced Transfer Learning | Advances in Neural Information Processing Systems | Yihua Zhang Yimeng Zhang Aochuan Chen Jiancheng Liu Gaowen Liu | 2023/12/9 |
An Introduction to Bilevel Optimization: Foundations and applications in signal processing and machine learning | IEEE Signal Processing Magazine | Yihua Zhang Prashant Khanduri Ioannis Tsaknakis Yuguang Yao Mingyi Hong | 2024/1 |
Glasu: A communication-efficient algorithm for federated learning with vertically distributed graph data | arXiv preprint arXiv:2303.09531 | Xinwei Zhang Mingyi Hong Jie Chen | 2023/3/16 |
On the local linear rate of consensus on the Stiefel manifold | IEEE Transactions on Automatic Control | Shixiang Chen Alfredo Garcia Mingyi Hong Shahin Shahrampour | 2023/11/6 |
An implicit gradient method for constrained bilevel problems using barrier approximation | Ioannis Tsaknakis Prashant Khanduri Mingyi Hong | 2023/6/4 | |
Understanding backdoor attacks through the adaptability hypothesis | Xun Xian Ganghua Wang Jayanth Srinivasa Ashish Kundu Xuan Bi | 2023/7/3 |
Co-Authors
