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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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META-Learning Eligibility Traces for More Sample Efficient Temporal Difference Learning


Jun 16, 2020
Mingde Zhao

* A thesis submitted to McGill University in partial fulfillment of the requirements of the degree of Master of Computer Science 

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Exploring Overall Contextual Information for Image Captioning in Human-Like Cognitive Style


Oct 15, 2019
Hongwei Ge, Zehang Yan, Kai Zhang, Mingde Zhao, Liang Sun

* ICCV 2019 

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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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Faster and More Accurate Learning with Meta Trace Adaptation


Apr 25, 2019
Mingde Zhao, Ian Porada


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A Reference Vector based Many-Objective Evolutionary Algorithm with Feasibility-aware Adaptation


Apr 12, 2019
Mingde Zhao, Hongwei Ge, Kai Zhang, Yaqing Hou

* Revision 1 submitted to Applied Soft Computing 

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Online Decisioning Meta-Heuristic Framework for Large Scale Black-Box Optimization


Dec 17, 2018
Mingde Zhao, Hongwei Ge, Yi Lian, C. L. Philip Chen

* 12 Pages. Manuscript submitted for peer review 

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A Many-Objective Evolutionary Algorithm with Two Interacting Processes: Cascade Clustering and Reference Point Incremental Learning


Oct 04, 2018
Mingde Zhao, Hongwei Ge, Liang Sun, Zhen Wang, Guozhen Tan, Qiang Zhang, C. L. Philip Chen

* IEEE Transactions on Evolutionary Computation, 2018 
* 15 pages 

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