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Traffic4cast at NeurIPS 2021 -- Temporal and Spatial Few-Shot Transfer Learning in Gridded Geo-Spatial Processes



Christian Eichenberger , Moritz Neun , Henry Martin , Pedro Herruzo , Markus Spanring , Yichao Lu , Sungbin Choi , Vsevolod Konyakhin , Nina Lukashina , Aleksei Shpilman , Nina Wiedemann , Martin Raubal , Bo Wang , Hai L. Vu , Reza Mohajerpoor , Chen Cai , Inhi Kim , Luca Hermes , Andrew Melnik , Riza Velioglu , Markus Vieth , Malte Schilling , Alabi Bojesomo , Hasan Al Marzouqi , Panos Liatsis , Jay Santokhi , Dylan Hillier , Yiming Yang , Joned Sarwar , Anna Jordan , Emil Hewage , David Jonietz , Fei Tang , Aleksandra Gruca , Michael Kopp , David Kreil , Sepp Hochreiter

* Pre-print under review, submitted to Proceedings of Machine Learning Research 

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Generative Coarse-Graining of Molecular Conformations



Wujie Wang , Minkai Xu , Chen Cai , Benjamin Kurt Miller , Tess Smidt , Yusu Wang , Jian Tang , Rafael Gómez-Bombarelli

* 23 pages, 11 figures 

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Convergence of Invariant Graph Networks



Chen Cai , Yusu Wang

* 28 pages, 11 figures 

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Traffic4cast -- Large-scale Traffic Prediction using 3DResNet and Sparse-UNet



Bo Wang , Reza Mohajerpoor , Chen Cai , Inhi Kim , Hai L. Vu


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Equivariant Subgraph Aggregation Networks



Beatrice Bevilacqua , Fabrizio Frasca , Derek Lim , Balasubramaniam Srinivasan , Chen Cai , Gopinath Balamurugan , Michael M. Bronstein , Haggai Maron

* 42 pages 

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Equivariant geometric learning for digital rock physics: estimating formation factor and effective permeability tensors from Morse graph



Chen Cai , Nikolaos Vlassis , Lucas Magee , Ran Ma , Zeyu Xiong , Bahador Bahmani , Teng-Fong Wong , Yusu Wang , WaiChing Sun


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Graph Coarsening with Neural Networks



Chen Cai , Dingkang Wang , Yusu Wang

* International Conference on Learning Representations 2021 

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Energy consumption forecasting using a stacked nonparametric Bayesian approach



Dilusha Weeraddana , Nguyen Lu Dang Khoa , Lachlan O Neil , Weihong Wang , Chen Cai

* Conference: ECML-PKDD 2020 

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A Note on Over-Smoothing for Graph Neural Networks



Chen Cai , Yusu Wang

* Appeared at ICML 2020 Graph Representation Learning workshop. https://grlplus.github.io/cfp/ 

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Understanding the Power of Persistence Pairing via Permutation Test



Chen Cai , Yusu Wang

* 20 pages, 6 graphs 

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