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Poster
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Mon 7:30
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Learning Symbolic Models for Graph-structured Physical Mechanism
Hongzhi Shi · Jingtao Ding · Yufan Cao · Quanming Yao · Li Liu · Yong Li
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Poster
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Fundamental Limits in Formal Verification of Message-Passing Neural Networks
Marco Sälzer · Martin Lange
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Poster
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Mon 7:30
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Gradient Gating for Deep Multi-Rate Learning on Graphs
T. Konstantin Rusch · Benjamin Chamberlain · Michael W Mahoney · Michael Bronstein · Siddhartha Mishra
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Poster
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Wed 7:30
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A Message Passing Perspective on Learning Dynamics of Contrastive Learning
Yifei Wang · Qi Zhang · Tianqi Du · Jiansheng Yang · Zhouchen Lin · Yisen Wang
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Poster
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Tue 2:30
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ACMP: Allen-Cahn Message Passing with Attractive and Repulsive Forces for Graph Neural Networks
Yuelin Wang · Kai Yi · Xinliang Liu · Yuguang Wang · Shi Jin
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Workshop
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Multi-Scale Message Passing Neural PDE Solvers
Léonard Equer · T. Konstantin Rusch · Siddhartha Mishra
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Poster
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Wed 7:30
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Ordered GNN: Ordering Message Passing to Deal with Heterophily and Over-smoothing
Yunchong Song · Chenghu Zhou · Xinbing Wang · Zhouhan Lin
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Oral
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Tue 1:10
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ACMP: Allen-Cahn Message Passing with Attractive and Repulsive Forces for Graph Neural Networks
Yuelin Wang · Kai Yi · Xinliang Liu · Yuguang Wang · Shi Jin
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Workshop
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Thu 0:45
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Multi-Scale Message Passing Neural PDE Solvers
Léonard Equer
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Poster
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Anisotropic Message Passing: Graph Neural Networks with Directional and Long-Range Interactions
Moritz Thürlemann · Sereina Riniker
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Poster
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Logical Message Passing Networks with One-hop Inference on Atomic Formulas
Zihao Wang · Yangqiu Song · Ginny Wong · Simon See
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