Chendi Qian

Theaterstraße 35-39

52062 Aachen

Germany

Hi! My name is Chendi Qian. I am a Ph.D. student at RWTH Aachen University, supervised by Prof. Dr. Christopher Morris. Previously I earned my Master of Science degree from the Technical University of Munich, under the guidance of Prof. Dr. Stephan Günnemann. Prior to that, I completed my Bachelor of Engineering at Zhejiang University, with my thesis supervised by Prof. Dr. Ronghao Zheng. I am particularly interested in the field of graph machine learning, encompassing both its theoretical foundations and practical applications.

selected publications

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},
}

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},
}

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},
}