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Linyuan Lü

2 accepted papers

2024

Higher-Order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes

AAAI 2024technical

Despite the recent successes of vanilla Graph Neural Networks (GNNs) on various tasks, their foundation on pairwise networks inherently limits their capacity to discern latent higher-order interactions in complex systems. To bridge this capability gap, we propose a novel approach exploiting the ric…

2022

Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control

ICML 2022spotlight

Many studies confirmed that a proper traffic state representation is more important than complex algorithms for the classical traffic signal control (TSC) problem. In this paper, we (1) present a novel, flexible and efficient method, namely advanced max pressure (Advanced-MP), taking both running an…