Scholar
Jianan Zhou
Google Scholar ID: 9T58m-EAAAAJ
Nanyang Technological University
Citations & Impact
Citations
378
H-index
9
i10-index
9
Publications
15
Co-authors
8
list available
Publications
Resume (English only)
Background
- Research lies at the intersection of machine learning and optimization, aiming to enable automated decision-making with AI for complex optimization problems.
- Core research focuses on 'Learning to Optimize', leveraging advanced ML techniques to build deep models that assist or directly solve challenging optimization problems.
- Primary PhD research centers on Neural Combinatorial Optimization (NCO), especially improving generalization of neural solvers, with applications to routing problems like TSP and VRP.
- Recent work addresses practical combinatorial optimization (CO) challenges, including handling complex constraints, building robust and trustworthy CO approaches via human-AI collaboration, and advancing foundation models for combinatorial optimization (FM4CO).
- Research Keywords: Vehicle Routing; Neural Combinatorial Optimization; Learning to Optimize
