Home Publications [Google Scholar] [By Years] [By Topics: Standardized composable machine learning; Learning with structured knowledge; Controllable text generation; Healthcare ] Towards A "Standard Model" of Machine Learning Zhiting Hu, Eric P Xing Harvard Data Science Review arXiv Panoramic Learning with A Standardized Machine Learning Formalism Zhiting Hu, Eric P Xing Pre-print 2021 arXiv Improving GAN Training with Probability Ratio Clipping and Sample Reweighting Yue Wu, Pan Zhou, Andrew Gordon Wilson, Eric P Xing, Zhiting Hu NeurIPS 2020 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 Learning Data Manipulation for Augmentation and Weighting Zhiting Hu*, Bowen Tan* (equal contribution), Ruslan Salakhutdinov, Tom Mitchell, Eric P Xing NeurIPS 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) Deep Generative Models with Learnable Knowledge Constraints Zhiting Hu, Zichao Yang, Ruslan Salakhutdinov, Xiaodan Liang, Lianhui Qin, Haoye Dong, Eric Xing NeurIPS 2018 arXiv / slides / poster 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) On Unifying Deep Generative Models Zhiting Hu, Zichao Yang, Ruslan Salakhutdinov, Eric Xing ICLR 2018 arXiv / supp / slides / poster / blog / blog (Chinese) Toward Controlled Generation of Text Zhiting Hu, Zichao Yang, Xiaodan Liang, Ruslan Salakhutdinov, Eric Xing ICML 2017 arXiv / code / supp / slides Harnessing Deep Neural Networks with Logic Rules Zhiting Hu, Xuezhe Ma, Zhengzhong Liu, Eduard Hovy, Eric Xing ACL 2016, Outstanding Paper Award arXiv / code / supp / slides Deep Kernel Learning Zhiting Hu*, Andrew Gordon Wilson* (equal contribution), Ruslan Salakhutdinov, Eric Xing AISTATS 2016 arXiv Stochastic Variational Deep Kernel Learning Zhiting Hu*, Andrew Gordon Wilson* (equal contribution), Ruslan Salakhutdinov, Eric Xing NeurIPS 2016 arXiv