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Cross-Domain Few-Shot Classification via Adversarial Task Augmentation


May 02, 2021
Haoqing Wang, Zhi-Hong Deng

* Accepted by IJCAI-21 (the 30th International Joint Conference on Artificial Intelligence) Main Track 

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BCFNet: A Balanced Collaborative Filtering Network with Attention Mechanism


Mar 10, 2021
Chang-Dong Wang, Zi-Yuan Hu, Jin Huang, Zhi-Hong Deng, Ling Huang, Jian-Huang Lai, Philip S. Yu


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Few-shot Learning with LSSVM Base Learner and Transductive Modules


Sep 12, 2020
Haoqing Wang, Zhi-Hong Deng

* 9 pages,3 figures,3 tables 

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Self-Supervised Learning Aided Class-Incremental Lifelong Learning


Jun 19, 2020
Song Zhang, Gehui Shen, Zhi-Hong Deng


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Generative Feature Replay with Orthogonal Weight Modification for Continual Learning


May 07, 2020
Gehui Shen, Song Zhang, Xiang Chen, Zhi-Hong Deng

* Working in progress 

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Fast Structured Decoding for Sequence Models


Oct 25, 2019
Zhiqing Sun, Zhuohan Li, Haoqing Wang, Zi Lin, Di He, Zhi-Hong Deng

* Accepted to NeurIPS 2019 (Previous title: Structured Decoding for Non-Autoregressive Machine Translation) 

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Dynamically Pruned Message Passing Networks for Large-Scale Knowledge Graph Reasoning


Sep 27, 2019
Xiaoran Xu, Wei Feng, Yunsheng Jiang, Xiaohui Xie, Zhiqing Sun, Zhi-Hong Deng


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Neural Consciousness Flow


May 30, 2019
Xiaoran Xu, Wei Feng, Zhiqing Sun, Zhi-Hong Deng


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Leap-LSTM: Enhancing Long Short-Term Memory for Text Categorization


May 28, 2019
Ting Huang, Gehui Shen, Zhi-Hong Deng

* Accepted by IJCAI 2019, 7 pages, 3 figures 

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DivGraphPointer: A Graph Pointer Network for Extracting Diverse Keyphrases


May 19, 2019
Zhiqing Sun, Jian Tang, Pan Du, Zhi-Hong Deng, Jian-Yun Nie

* Accepted to SIGIR 2019 

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RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space


Feb 26, 2019
Zhiqing Sun, Zhi-Hong Deng, Jian-Yun Nie, Jian Tang

* Accepted to ICLR 2019 

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DeepCF: A Unified Framework of Representation Learning and Matching Function Learning in Recommender System


Jan 15, 2019
Zhi-Hong Deng, Ling Huang, Chang-Dong Wang, Jian-Huang Lai, Philip S. Yu


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Unsupervised Neural Word Segmentation for Chinese via Segmental Language Modeling


Oct 07, 2018
Zhiqing Sun, Zhi-Hong Deng

* To appear in EMNLP 2018 

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Learning to Compose over Tree Structures via POS Tags


Aug 21, 2018
Gehui Shen, Zhi-Hong Deng, Ting Huang, Xi Chen


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