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Graph Condensation via Receptive Field Distribution Matching


Jun 28, 2022
Mengyang Liu, Shanchuan Li, Xinshi Chen, Le Song


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uGLAD: Sparse graph recovery by optimizing deep unrolled networks


May 23, 2022
Harsh Shrivastava, Urszula Chajewska, Robin Abraham, Xinshi Chen


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Efficient Dynamic Graph Representation Learning at Scale


Dec 14, 2021
Xinshi Chen, Yan Zhu, Haowen Xu, Mengyang Liu, Liang Xiong, Muhan Zhang, Le Song


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Multi-task Learning of Order-Consistent Causal Graphs


Nov 03, 2021
Xinshi Chen, Haoran Sun, Caleb Ellington, Eric Xing, Le Song

* 35th Conference on Neural Information Processing Systems (NeurIPS 2021) 

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Understanding Deep Architectures with Reasoning Layer


Jun 24, 2020
Xinshi Chen, Yufei Zhang, Christoph Reisinger, Le Song


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Learning to Stop While Learning to Predict


Jun 09, 2020
Xinshi Chen, Hanjun Dai, Yu Li, Xin Gao, Le Song

* Proceedings of the 37th International Conference on Machine Learning 

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RNA Secondary Structure Prediction By Learning Unrolled Algorithms


Feb 13, 2020
Xinshi Chen, Yu Li, Ramzan Umarov, Xin Gao, Le Song

* International Conference on Learning Representations 2020 

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Efficient Probabilistic Logic Reasoning with Graph Neural Networks


Feb 04, 2020
Yuyu Zhang, Xinshi Chen, Yuan Yang, Arun Ramamurthy, Bo Li, Yuan Qi, Le Song


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Review: Ordinary Differential Equations For Deep Learning


Nov 01, 2019
Xinshi Chen

* arXiv admin note: substantial text overlap with arXiv:1902.00640 

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