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Learning Graph Search Heuristics


Dec 07, 2022
Michal Pándy, Weikang Qiu, Gabriele Corso, Petar Veličković, Rex Ying, Jure Leskovec, Pietro Liò

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Metro: Memory-Enhanced Transformer for Retrosynthetic Planning via Reaction Tree


Sep 30, 2022
Songtao Liu, Rex Ying, Zuobai Zhang, Peilin Zhao, Jian Tang, Lu Lin, Dinghao Wu

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How Powerful is Implicit Denoising in Graph Neural Networks


Sep 29, 2022
Songtao Liu, Rex Ying, Hanze Dong, Lu Lin, Jinghui Chen, Dinghao Wu

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GraphFramEx: Towards Systematic Evaluation of Explainability Methods for Graph Neural Networks


Jun 30, 2022
Kenza Amara, Rex Ying, Zitao Zhang, Zhihao Han, Yinan Shan, Ulrik Brandes, Sebastian Schemm, Ce Zhang

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* Submitted to Neurips 2022 Conference 

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Learning Large-scale Subsurface Simulations with a Hybrid Graph Network Simulator


Jun 15, 2022
Tailin Wu, Qinchen Wang, Yinan Zhang, Rex Ying, Kaidi Cao, Rok Sosič, Ridwan Jalali, Hassan Hamam, Marko Maucec, Jure Leskovec

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* SIGKDD 2022; 11 pages, 6 figures 

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Bridging the Gap of AutoGraph between Academia and Industry: Analysing AutoGraph Challenge at KDD Cup 2020


Apr 06, 2022
Zhen Xu, Lanning Wei, Huan Zhao, Rex Ying, Quanming Yao, Wei-Wei Tu, Isabelle Guyon

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* arXiv admin note: text overlap with arXiv:2110.05802 

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Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones


Oct 30, 2021
Yushi Bai, Rex Ying, Hongyu Ren, Jure Leskovec

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* To be published in NeurIPS 2021, full version including appendix 

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Neural Distance Embeddings for Biological Sequences


Oct 11, 2021
Gabriele Corso, Rex Ying, Michal Pándy, Petar Veličković, Jure Leskovec, Pietro Liò

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* Advances in Neural Information Processing Systems (NeurIPS 2021) 

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