Guanghui Lan

Associate Professor, Georgia Institute of Technology

Joined

December 2017

Names

Guanghui Lan (Preferred)

Emails

****@isye.gatech.edu (Confirmed)

Personal Links

DBLP

Career & Education History

Associate Professor

Georgia Institute of Technology (gatech.edu)

2016 – Present

Advisors, Relations & Conflicts

No relations added

Expertise

Optimization

Present

Publications

Reinforcement learning-based control for waste biorefining processes under uncertainty
Ji Gao, Abigael Wahlen, Caleb Ju, Yongsheng Chen, Guanghui Lan, Zhaohui Tong
- Communications Engineering
- Readers: Everyone
Machine learning-guided optimization for ionic liquid-based polyethylene terephthalate waste recycling
Ji Gao, Wenbo Peng, Andres Galindo, Ethan Slaton, Jose Perez Martinez, Guanghui Lan, Zhaohui Tong
- Green Chemistry
- Readers: Everyone
Global Solutions to Non-Convex Functional Constrained Problems with Hidden Convexity
Ilyas Fatkhullin, Niao He, Guanghui Lan, Florian Wolf
- Neurips Workshop on Constrained Optimization for Machine Learning
- Readers: Everyone
Can SGD Handle Heavy-Tailed Noise?
Ilyas Fatkhullin, Florian Hübler, Guanghui Lan
- NeurIPS 2025 Workshop
- Readers: Everyone
One-Sided Matrix Completion from Ultra-Sparse Samples
Hongyang R. Zhang, Zhenshuo Zhang, Huy Nguyen, Guanghui Lan
- NeurIPS 2025 Workshop
- Readers: Everyone
One-Sided Matrix Completion from Ultra-Sparse Samples
Hongyang R. Zhang, Zhenshuo Zhang, Huy Nguyen, Guanghui Lan
- Accepted by TMLR
- Readers: Everyone
A feasible level proximal point method for nonconvex sparse constrained optimization
Digvijay Boob, Qi Deng, Guanghui Lan, Yilin Wang
- 28 Mar 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Stochastic first-order methods for convex and nonconvex functional constrained optimization
Digvijay Boob, Qi Deng, Guanghui Lan
- 28 Mar 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Frequency-aware SGD for Efficient Embedding Learning with Provable Benefits
Yan Li, Dhruv Choudhary, Xiaohan Wei, Baichuan Yuan, Bhargav Bhushanam, Tuo Zhao, Guanghui Lan
- Published: 28 Jan 2022, Last Modified: 12 Oct 2025
- ICLR 2022 Poster
- Readers: Everyone
A Primal Approach to Constrained Policy Optimization: Global Optimality and Finite-Time Analysis
Tengyu Xu, Yingbin Liang, Guanghui Lan
- 28 Sept 2020 (modified: 05 May 2023)
- ICLR 2021 Conference Blind Submission
- Readers: Everyone

View all 11 publications

Co-Authors

View all 30 co-authors