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Learning N:M Fine-grained Structured Sparse Neural Networks From Scratch



Aojun Zhou , Yukun Ma , Junnan Zhu , Jianbo Liu , Zhijie Zhang , Kun Yuan , Wenxiu Sun , Hongsheng Li

* ICLR2021 

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Learning Classifiers on Positive and Unlabeled Data with Policy Gradient



Tianyu Li , Chien-Chih Wang , Yukun Ma , Patricia Ortal , Qifang Zhao , Bjorn Stenger , Yu Hirate

* 10-page regular paper accepted by IEEE ICDM 2019 

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Towards Improving Generalization of Deep Networks via Consistent Normalization



Aojun Zhou , Yukun Ma , Yudian Li , Xiaohan Zhang , Ping Luo

* Technical Report 

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Phonetic-enriched Text Representation for Chinese Sentiment Analysis with Reinforcement Learning



Haiyun Peng , Yukun Ma , Soujanya Poria , Yang Li , Erik Cambria


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Deep Heterogeneous Autoencoders for Collaborative Filtering



Tianyu Li , Yukun Ma , Jiu Xu , Bjorn Stenger , Chen Liu , Yu Hirate

* Proceedings of the IEEE International Conference on Data Mining, pp. 1164-1169, Singapore, 2018 

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Concept-Based Embeddings for Natural Language Processing



Yukun Ma , Erik Cambria


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