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Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?


Sep 12, 2021
Sitao Luan, Chenqing Hua, Qincheng Lu, Jiaqi Zhu, Mingde Zhao, Shuyuan Zhang, Xiao-Wen Chang, Doina Precup


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A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning


Jun 03, 2021
Mingde Zhao, Zhen Liu, Sitao Luan, Shuyuan Zhang, Doina Precup, Yoshua Bengio


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Complete the Missing Half: Augmenting Aggregation Filtering with Diversification for Graph Convolutional Networks


Sep 15, 2020
Sitao Luan, Mingde Zhao, Chenqing Hua, Xiao-Wen Chang, Doina Precup


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Training Matters: Unlocking Potentials of Deeper Graph Convolutional Neural Networks


Aug 20, 2020
Sitao Luan, Mingde Zhao, Xiao-Wen Chang, Doina Precup


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Revisit Policy Optimization in Matrix Form


Sep 19, 2019
Sitao Luan, Xiao-Wen Chang, Doina Precup


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Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks


Jun 21, 2019
Sitao Luan, Mingde Zhao, Xiao-Wen Chang, Doina Precup

* Coauthors have wished to withdraw 

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Faster and More Accurate Trace-based Policy Evaluation via Overall Target Error Meta-Optimization


May 25, 2019
Mingde Zhao, Ian Porada, Sitao Luan, Xiaowen Chang, Doina Precup

* NIPS2019, Under Review 

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