Publications

Zhiyuan Zhang, Xuancheng Ren, Qi Su, Xu Sun, Bin He (2021). Neural Network Surgery: Injecting Data Patterns into Pre-trained Models with Minimal Instance-wise Side Effects. Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics, NAACL 2021 (to appear).

Wenkai Yang, Lei Li, Zhiyuan Zhang, Xuancheng Ren, Xu Sun, Bin He (2021). Be Careful about Poisoned Word Embeddings: Exploring the Vulnerability of the Embedding Layers in NLP Models. Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics, NAACL 2021 (to appear).

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Kaiyuan Liao, Yi Zhang, Xuancheng Ren, Qi Su, Xu Sun, Bin He (2021). A Global Past-Future Early Exit Method for Accelerating Inference of Pre-trained Language Models. Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics, NAACL 2021 (to appear).

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Xuancheng Ren, Xu Sun, Houfeng Wang, Qun Liu (2021). Towards Semantics-Enhanced Pre-Training: Can Lexicon Definitions Help Learning Sentence Meanings?. The Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021 (to appear).

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Shaoxiong Feng, Xuancheng Ren, Kan Li, Xu Sun (2021). Multi-View Feature Representation for Dialogue Generation with Bidirectional Distillation. The Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021 (to appear).

arXiv

Xu Sun, Zhiyuan Zhang, Xuancheng Ren, Ruixuan Luo, Liangyou Li (2021). Exploring the Vulnerability of Deep Neural Networks: A Study of Parameter Corruption. The Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021 (to appear).

URL arXiv

Shaoxiong Feng, Hongshen Chen, Xuancheng Ren, Zhouye Ding, Kan Li, Xu Sun (2021). Collaborative Group Learning. The Thirty-Fifth AAAI Conference on Artificial Intelligence, AAAI 2021 (to appear).

arXiv

Fenglin Liu, Xuancheng Ren, Xian Wu, Shen Ge, Wei Fan, Yuexian Zou, Xu Sun (2020). Prophet Attention: Predicting Attention with Future Attention for Improved Image Captioning. Advances in Neural Information Processing Systems 33, NeurIPS 2020 (to appear).

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Shaoxiong Feng, Xuancheng Ren, Hongshen Chen, Bin Sun, Kan Li, Xu Sun (2020). Regularizing Dialogue Generation by Imitating Implicit Scenarios. Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing, EMNLP 2020.

URL Cite DOI arXiv

Fenglin Liu, Yuanxin Liu, Xuancheng Ren, Xiaodong He, Xu Sun (2019). Aligning Visual Regions and Textual Concepts for Semantic-Grounded Image Representations. Advances in Neural Information Processing Systems 32 (NeurIPS 2019).

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Fenglin Liu, Xuancheng Ren, Yuanxin Liu, Kai Lei, Xu Sun (2019). Exploring and Distilling Cross-Modal Information for Image Captioning. Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, IJCAI 2019.

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Chen Wu, Xuancheng Ren, Fuli Luo, Xu Sun (2019). A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer. Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, ACL 2019, Volume 1: Long Papers.

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Ruixuan Luo, Jingjing Xu, Yi Zhang, Xuancheng Ren, Xu Sun (2019). PKUSEG: A Toolkit for Multi-Domain Chinese Word Segmentation. Tech Report.

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Xu Sun, Shuming Ma, Yi Zhang, Xuancheng Ren (2019). Towards Easier and Faster Sequence Labeling for Natural Language Processing: A Search-Based Probabilistic Online Learning Framework (SAPO). Information Sciences.

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Xu Sun, Xuancheng Ren, Shuming Ma, Bingzhen Wei, Wei Li, Jingjing Xu, Houfeng Wang, Yi Zhang (2018). Training Simplification and Model Simplification for Deep Learning: A Minimal Effort Back Propagation Method. IEEE Transactions on Knowledge and Data Engineering (TKDE).

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Jingjing Xu, Hangfeng He, Xu Sun, Xuancheng Ren, Sujian Li (2018). Cross-Domain and Semisupervised Named Entity Recognition in Chinese Social Media: A Unified Model. IEEE/ACM Transactions on Audio, Speech, and Language Processing (TASLP).

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Fenglin Liu, Xuancheng Ren, Yuanxin Liu, Houfeng Wang, Xu Sun (2018). simNet: Stepwise Image-Topic Merging Network for Generating Detailed and Comprehensive Image Captions. Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, EMNLP 2018.

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Jingjing Xu, Xuancheng Ren, Junyang Lin, Xu Sun (2018). Diversity-Promoting GAN: A Cross-Entropy Based Generative Adversarial Network for Diversified Text Generation. Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, EMNLP 2018.

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Jingjing Xu, Xuancheng Ren, Yi Zhang, Qi Zeng, Xiaoyan Cai, Xu Sun (2018). A Skeleton-Based Model for Promoting Coherence Among Sentences in Narrative Story Generation. Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, EMNLP 2018.

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Yi Zhang, Xu Sun, Shuming Ma, Yang Yang, Xuancheng Ren (2018). Does Higher Order LSTM Have Better Accuracy for Segmenting and Labeling Sequence Data?. Proceedings of the 27th International Conference on Computational Linguistics, COLING 2018.

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Junyang Lin, Xu Sun, Xuancheng Ren, Shuming Ma, Jinsong Su, Qi Su (2018). Deconvolution-Based Global Decoding for Neural Machine Translation. Proceedings of the 27th International Conference on Computational Linguistics, COLING 2018.

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Jingjing Xu, Xu Sun, Qi Zeng, Xiaodong Zhang, Xuancheng Ren, Houfeng Wang, Wenjie Li (2018). Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach. Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics, ACL 2018.

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Shuming Ma, Xu Sun, Junyang Lin, Xuancheng Ren (2018). A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification. Proceedings of the Twenty-Seventh International Joint Conference on Artificial Intelligence, IJCAI 2018.

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Shuming Ma, Xu Sun, Wei Li, Sujian Li, Wenjie Li, Xuancheng Ren (2018). Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation. Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2018, Volume 1 (Long Papers).

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Xuancheng Ren, Xu Sun, Ji Wen, Bingzhen Wei, Weidong Zhan, Zhiyuan Zhang (2018). Building an Ellipsis-Aware Chinese Dependency Treebank for Web Text. Proceedings of the Eleventh International Conference on Language Resources and Evaluation, LREC 2018.

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Xu Sun, Xuancheng Ren, Shuming Ma, Houfeng Wang (2017). meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting. Proceedings of the 34th International Conference on Machine Learning, ICML 2017.

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