Akang Wang
6 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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π
Conference Polyglot Β· Bronze
π
Interdisciplinary Bridge Β· Bronze
πΊοΈ
Taxonomy Completionist
(10)
π
Keyword Champion
Venues
Top co-authors
Research topics
Keywords
graph neural network
(3)
integer linear programming
(2)
combinatorial optimization
(2)
mixed integer programming
(1)
alternating optimization
(1)
quadratic program
(1)
optimization algorithm
(1)
long short-term memory
(1)
first-order method
(1)
feature augmentation
(1)
nonlinear programming
(1)
learning to optimize
(1)
interior point method
(1)
permutation symmetry
(1)
symmetry group
(1)
primal gap
(1)
neural network
(1)
solution prediction
(1)
symmetry-aware learning
(1)
orbit-based augmentation
(1)
Papers
ROS: A GNN-based Relax-Optimize-and-Sample Framework for Max-k-Cut Problems
ICML 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
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