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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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Can Graph Neural Networks Help Logic Reasoning?


Jun 27, 2019
Yuyu Zhang, Xinshi Chen, Yuan Yang, Arun Ramamurthy, Bo Li, Yuan Qi, Le Song


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GLAD: Learning Sparse Graph Recovery


Jun 01, 2019
Harsh Shrivastava, Xinshi Chen, Binghong Chen, Guanghui Lan, Srinvas Aluru, Le Song


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Meta Particle Flow for Sequential Bayesian Inference


Feb 02, 2019
Xinshi Chen, Hanjun Dai, Le Song


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Neural Model-Based Reinforcement Learning for Recommendation


Dec 27, 2018
Xinshi Chen, Shuang Li, Hui Li, Shaohua Jiang, Yuan Qi, Le Song


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