Akang Wang
6 papers · 2023–2025 · 3 conferences · across top CS/AI conferences
Achievements
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Conference Polyglot
(3)
🌉
Interdisciplinary Bridge
🐝
Cross-Pollinator
(15)
Conferences
ICLR (2)
ICML (2)
NIPS (2)
Top co-authors
Keywords
combinatorial optimization
(1)
supervised learning
(1)
neural network optimization
(1)
alternating optimization
(1)
integer linear programming
(1)
quadratic program
(1)
optimization algorithm
(1)
long short-term memory
(1)
nonlinear programming
(1)
interior point method
(1)
neural network
(1)
symmetry-aware learning
(1)
Papers
When GNNs meet symmetry in ILPs: an orbit-based feature augmentation approach
ICLR 2025
ROS: A GNN-based Relax-Optimize-and-Sample Framework for Max-$k$-Cut Problems
ICML 2025
SymILO: A Symmetry-Aware Learning Framework for Integer Linear Optimization
NIPS 2024
IPM-LSTM: A Learning-Based Interior Point Method for Solving Nonlinear Programs
NIPS 2024
PDHG-Unrolled Learning-to-Optimize Method for Large-Scale Linear Programming
ICML 2024
A GNN-Guided Predict-and-Search Framework for Mixed-Integer Linear Programming
ICLR 2023