Linxin Yang
4 papers · 2023–2024 · 3 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
Venues
Top co-authors
Research topics
Keywords
neural network optimization
(2)
graph neural network
(2)
combinatorial optimization
(2)
neural network theory
(1)
gradient descent
(1)
mixed integer programming
(1)
linear programming
(1)
alternating optimization
(1)
integer linear programming
(1)
optimization algorithm
(1)
first-order method
(1)
learning to optimize
(1)
primal gap
(1)
solution prediction
(1)
symmetry-aware learning
(1)
poly-logarithmic depth
(1)
constant width
(1)
packing lp
(1)
channel-expansion
(1)
pdhg
(1)
Papers
On the Power of Small-size Graph Neural Networks for Linear Programming
NeurIPS 2024
PDHG-Unrolled Learning-to-Optimize Method for Large-Scale Linear Programming
ICML 2024
SymILO: A Symmetry-Aware Learning Framework for Integer Linear Optimization
NeurIPS 2024
A GNN-Guided Predict-and-Search Framework for Mixed-Integer Linear Programming
ICLR 2023