Qingjiang Shi
5 papers · 2024–2025 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(11)
Venues
Top co-authors
Research topics
Keywords
graph neural network
(4)
optimization algorithm
(2)
linear programming
(2)
gradient descent
(1)
integer linear programming
(1)
quadratic program
(1)
expressive power
(1)
long short-term memory
(1)
distributed algorithm
(1)
feature augmentation
(1)
nonlinear programming
(1)
interior point method
(1)
permutation symmetry
(1)
symmetry group
(1)
neural network
(1)
average-case analysis
(1)
constant depth
(1)
poly-logarithmic depth
(1)
constant width
(1)
packing lp
(1)
Papers
ROS: A GNN-based Relax-Optimize-and-Sample Framework for Max-k-Cut Problems
ICML 2025
Towards Explaining the Power of Constant-depth Graph Neural Networks for Structured Linear Programming
ICLR 2025
When GNNs meet symmetry in ILPs: an orbit-based feature augmentation approach
ICLR 2025
IPM-LSTM: A Learning-Based Interior Point Method for Solving Nonlinear Programs
NeurIPS 2024
On the Power of Small-size Graph Neural Networks for Linear Programming
NeurIPS 2024