Home Publications [Google Scholar] [By Years] [By Topics: Standardized composable machine learning; Learning with structured knowledge; Controllable text generation; Healthcare ] Composable Text Controls in Latent Space with ODEs Guangyi Liu, Zeyu Feng, Yuan Gao, Zichao Yang, Xiaodan Liang, Junwei Bao, Xiaodong He, Shuguang Cui, Zhen Li, Zhiting Hu 2022 arXiv / code RLPrompt: Optimizing Discrete Text Prompts With Reinforcement Learning Mingkai Deng*, Jianyu Wang*, Cheng-Ping Hsieh*, Yihan Wang, Han Guo, Tianmin Shu, Meng Song, Eric P. Xing, Zhiting Hu EMNLP 2022 arXiv / code Text Generation with Efficient (Soft) Q-Learning Han Guo, Bowen Tan, Zhengzhong Liu, Eric P Xing, Zhiting Hu EMNLP 2022 Findings arXiv / code ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models Jiannan Xiang, Zhengzhong Liu, Yucheng Zhou, Eric P Xing, Zhiting Hu EMNLP 2022 Findings arXiv / code Don't Take It Literally: An Edit-Invariant Sequence Loss for Text Generation Guangyi Liu, Zichao Yang, Tianhua Tao, Xiaodan Liang, Zhen Li, Bowen Zhou, Shuguang Cui, Zhiting Hu NAACL 2022 arXiv / code Deep learning for text style transfer: A survey Di Jin, Zhijing Jin, Zhiting Hu, Olga Vechtomova, Rada Mihalcea Computational Linguistics 2022 arXiv A survey of knowledge-enhanced text generation Wenhao Yu, Chenguang Zhu, Zaitang Li, Zhiting Hu, Qingyun Wang, Heng Ji, Meng Jiang ACM Computing Survey 2022 arXiv A Causal Lens for Controllable Text Generation Zhiting Hu, Erran Li Pre-print 2021 paper/code coming soon Text Generation with Efficient (Soft) Q-Learning Han Guo, Bowen Tan, Zhengzhong Liu, Eric P Xing, Zhiting Hu Pre-print 2021 arXiv / code Progressive Generation of Long Text Bowen Tan, Zichao Yang, Maruan Al-Shedivat, Eric P Xing, Zhiting Hu NAACL 2021 arXiv / code A Data-Centric Framework for Composable NLP Workflows Zhengzhong Liu, Guanxiong Ding, Avinash Bukkittu, Mansi Gupta, Pengzhi Gao, Atif Ahmed, Shikun Zhang, Xin Gao, Swapnil Singhavi, Linwei Li, Wei Wei, Zecong Hu, Haoran Shi, Xiaodan Liang, Teruko Mitamura, Eric P Xing, Zhiting Hu EMNLP 2020, demo arXiv / GitHub open-source project Summarizing Text on Any Aspects: A Knowledge-Informed Weakly-Supervised Approach Bowen Tan, Lianhui Qin, Eric P Xing, Zhiting Hu EMNLP 2020, short arXiv / code Data-to-Text Generation with Style Imitation Shuai Lin, Wentao Wang, Zichao Yang, Xiaodan Liang, Frank Xu, Eric P Xing, Zhiting Hu EMNLP 2020, Findings arXiv / code Target-Guided Open-Domain Conversation Jianheng Tang, Tiancheng Zhao, Chenyan Xiong, Xiaodan Liang, Eric Xing, Zhiting Hu ACL 2019 arXiv / code Texar: A Modularized, Versatile, and Extensible Toolkit for Text Generation Zhiting Hu, Haoran Shi, Bowen Tan, Wentao Wang, Zichao Yang, Tiancheng Zhao, Junxian He, Lianhui Qin, Di Wang, Xuezhe Ma, Zhengzhong Liu, Xiaodan Liang, Wangrong Zhu, Devendra Singh Sachan, Eric P Xing ACL 2019, Demo, Best Demo Paper Nomination arXiv / slides / Github / website / blog (Texar-TensorFlow) / blog (Texar-PyTorch) / blog (Chinese) Knowledge-Driven Encode, Retrieve, Paraphrase for Medical Image Report Generation Christy Y. Li, Xiaodan Liang, Zhiting Hu, Eric Xing AAAI 2019 arXiv Text Infilling Wanrong Zhu, Zhiting Hu, Eric Xing Pre-print 2019 arXiv / code Connecting the Dots between MLE and RL for Sequence Generation Zhiting Hu*, Bowen Tan* (equal contribution), Zichao Yang, Ruslan Salakhutdinov, Eric Xing Pre-print 2019, Best paper on ICLR2019 drlStructPred workshop arXiv / code / blog / blog (Chinese) Unsupervised Text Style Transfer using Language Models as Discriminators Zichao Yang, Zhiting Hu, Chris Dyer, Eric Xing, Taylor Berg-Kirkpatrick NeurIPS 2018 arXiv Structured Content Preservation for Unsupervised Text Style Transfer Youzhi Tian, Zhiting Hu, Zhou Yu Pre-print 2018 arXiv / code Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation Christy Y. Li, Xiaodan Liang, Zhiting Hu, Eric Xing NeurIPS 2018 arXiv Toward Controlled Generation of Text Zhiting Hu, Zichao Yang, Xiaodan Liang, Ruslan Salakhutdinov, Eric Xing ICML 2017 arXiv / code / supp / slides Improved Variational Autoencoders for Text Modeling using Dilated Convolutions Zichao Yang, Zhiting Hu, Ruslan Salakhutdinov, Taylor Berg-Kirkpatrick ICML 2017, NVAIL Pioneering Research Award arXiv Recurrent Topic-Transition GAN for Visual Paragraph Generation Xiaodan Liang, Zhiting Hu, Hao Zhang, Chuang Gan, Eric Xing ICCV 2017 arXiv Neural Machine Translation with Recurrent Attention Modeling Zichao Yang, Zhiting Hu, Yuntian Deng, Chris Dyer, Alex Smola EACL 2017, short arXiv