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(selected, \* means fisrt authors)

#### 2019

* A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer
Wu Chen\*, **Xuancheng Ren\***, Fuli Luo, Xu Sun
In ACL 2019 (to appear)
In ACL 2019 (*to appear*)

* Exploring and Distilling Cross-Modal Information for Image Captioning
Fenglin Liu\*, **Xuancheng Ren\***, Yuanxin Liu, Kai Lei, Xu Sun
In IJCAI 2019 (to appear)
In IJCAI 2019 (*to appear*)

* Training Simplification and Model Simplification for Deep Learning: A Minimal Effort Back Propagation Method
Xu Sun\*, **Xuancheng Ren\***, Shuming Ma, Bingzhen Wei, Wei Li, Jingjing Xu, Houfeng Wang, Yi Zhang
IEEE Transactions on Knowledge and Data Engineering (TKDE) [[doi]](https://doi.org/10.1109/TKDE.2018.2883613) [[code]](https://github.com/lancopku/meSimp)

* Regularizing Output Distribution of Abstractive Chinese Social Media Text Summarization for Improved Semantic Consistency
Bingzhen Wei, **Xuancheng Ren**, Yi Zhang, Xiaoyan Cai, Qi Su, Xu Sun
ACM Transactions on Asian and Low-Resource Language Information Processing (TALLIP 18(3): 31:1-31:15, 2019) [[doi]](https://doi.org/10.1145/3314934)

#### 2018
IEEE Transactions on Knowledge and Data Engineering (TKDE, *in press*) [[doi]](https://doi.org/10.1109/TKDE.2018.2883613) [[code]](https://github.com/lancopku/meSimp)

* simNet: Stepwise Image-Topic Merging Network for Generating Detailed and Comprehensive Image Captions
Fenglin Liu\*, **Xuancheng Ren\***, Yuanxin Liu, Houfeng Wang, Xu Sun
In EMNLP 2018 [[pdf]](http://aclweb.org/anthology/D18-1013) [[code]](https://github.com/lancopku/simNet)

* Diversity-Promoting GAN: A Cross-Entropy Based Generative Adversarial Network for Diversified Text Generation
Jingjing Xu, **Xuancheng Ren**, Junyang Lin, Xu Sun
In EMNLP 2018 [[pdf]](http://aclweb.org/anthology/D18-1428) [[code]](https://github.com/lancopku/DPGAN)

* A Skeleton-Based Model for Promoting Coherence Among Sentences in Narrative Story Generation
Jingjing Xu, **Xuancheng Ren**, Yi Zhang, Qi Zeng, Xiaoyan Cai, Xu Sun
In EMNLP 2018 [[pdf]](http://aclweb.org/anthology/D18-1462) [[code]](https://github.com/lancopku/Skeleton-Based-Generation-Model)

* Learning When to Concentrate or Divert Attention: Self-Adaptive Attention Temperature for Neural Machine Translation
Junyang Lin, Xu Sun, **Xuancheng Ren**, Muyu Li, Qi Su
In EMNLP 2018 (short paper) [[pdf]](http://aclweb.org/anthology/D18-1331) [[code]](https://github.com/lancopku/SACT)
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Junyang Lin, Xu Sun, **Xuancheng Ren**, Shuming Ma, Jinsong Su, Qi Su
In COLING 2018 [[pdf]](http://aclweb.org/anthology/C18-1276) [[code]](https://github.com/lancopku/DeconvDec)

* Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text
Ji Wen, Xu Sun, **Xuancheng Ren**, Qi Su
In NAACL-HLT 2018 (short paper) [[doi]](https://doi.org/10.18653/v1/N18-2059) [[data]](http://anthology.aclweb.org/attachments/N/N18/N18-2059.Datasets.zip)

* Building an Ellipsis-aware Chinese Dependency Treebank for Web Text
**Xuancheng Ren**, Xu Sun, Ji Wen, Bingzhen Wei, Weidong Zhan, Zhiyuan Zhang
In LREC 2018 [[pdf]](http://www.lrec-conf.org/proceedings/lrec2018/pdf/297.pdf) [[data]](https://github.com/lancopku/Chinese-Dependency-Treebank-with-Ellipsis)

#### 2017

* meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting
Xu Sun, **Xuancheng Ren**, Shuming Ma, Houfeng Wang
In ICML 2017 [[pdf]](http://proceedings.mlr.press/v70/sun17c/sun17c.pdf) [[code]](https://github.com/lancopku/meProp)


# Honors and Awards

* Merit Student, Peking University, 2017-2018.
* Outstanding Undergraduate Thesis, School of Electronics Engineering and Computer Science, Peking University, 2017.
* Award for Collective Duties, Peking University, 2016-2017.

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