publications

2023

1. 

   Probabilistically Rewired Message-Passing Neural Networks

   Chendi Qian, Andrei Manolache, Kareem Ahmed, and 4 more authors

   2023

   Bib HTML

   @misc{qian2023probabilistically,
     title = {Probabilistically Rewired Message-Passing Neural Networks},
     author = {Qian, Chendi and Manolache, Andrei and Ahmed, Kareem and Zeng, Zhe and Van den Broeck, Guy and Niepert, Mathias and Morris, Christopher},
     journal = {arXiv preprint arXiv:2310.02156},
     year = {2023},
   }

2. 

   Exploring the Power of Graph Neural Networks in Solving Linear Optimization Problems

   Chendi Qian, Didier Chételat, and Christopher Morris

   arXiv preprint arXiv:2310.10603, 2023

   Bib HTML

   @article{qian2023exploring,
     title = {Exploring the Power of Graph Neural Networks in Solving Linear Optimization Problems},
     author = {Qian, Chendi and Ch{\'e}telat, Didier and Morris, Christopher},
     journal = {arXiv preprint arXiv:2310.10603},
     year = {2023},
   }

3. 

   Probabilistic Task-Adaptive Graph Rewiring

   Chendi Qian, Andrei Manolache, Kareem Ahmed, and 4 more authors

   In ICML 2023 Workshop on Differentiable Almost Everything: Differentiable Relaxations, Algorithms, Operators, and Simulators, 2023

   Bib HTML PDF

   @inproceedings{qian2023probabilistic,
     title = {Probabilistic Task-Adaptive Graph Rewiring},
     author = {Qian, Chendi and Manolache, Andrei and Ahmed, Kareem and Zeng, Zhe and Van den Broeck, Guy and Niepert, Mathias and Morris, Christopher},
     booktitle = {ICML 2023 Workshop on Differentiable Almost Everything: Differentiable Relaxations, Algorithms, Operators, and Simulators},
     year = {2023},
   }

4. 

   Advancing Federated Learning in 6G: A Trusted Architecture with Graph-based Analysis

   Wenxuan Ye, Chendi Qian, Xueli An, and 2 more authors

   arXiv preprint arXiv:2309.05525, 2023

   Bib HTML

   @article{ye2023advancing,
     title = {Advancing Federated Learning in 6G: A Trusted Architecture with Graph-based Analysis},
     author = {Ye, Wenxuan and Qian, Chendi and An, Xueli and Yan, Xueqiang and Carle, Georg},
     journal = {arXiv preprint arXiv:2309.05525},
     year = {2023},
   }

2022

1. 

   Ordered subgraph aggregation networks

   Chendi Qian, Gaurav Rattan, Floris Geerts, and 2 more authors

   Advances in Neural Information Processing Systems, 2022

   Bib HTML

   @article{qian2022ordered,
     title = {Ordered subgraph aggregation networks},
     author = {Qian, Chendi and Rattan, Gaurav and Geerts, Floris and Niepert, Mathias and Morris, Christopher},
     journal = {Advances in Neural Information Processing Systems},
     volume = {35},
     pages = {21030--21045},
     year = {2022},
   }

2. 

   Influence-based mini-batching for graph neural networks

   Johannes Gasteiger, Chendi Qian, and Stephan Günnemann

   In Learning on Graphs Conference, 2022

   Bib HTML

   @inproceedings{gasteiger2022influence,
     title = {Influence-based mini-batching for graph neural networks},
     author = {Gasteiger, Johannes and Qian, Chendi and G{\"u}nnemann, Stephan},
     booktitle = {Learning on Graphs Conference},
     pages = {9--1},
     year = {2022},
     organization = {PMLR},
   }