Publications [Google Scholar]
[By Years]
[By Topics:
Standardized composable machine learning;
Learning with structured knowledge;
Controllable text generation;
Healthcare
]
BertNet: Harvesting Knowledge Graphs from Pretrained Language Models
Shibo Hao*, Bowen Tan*, Kaiwen Tang*, Hengzhe Zhang, Eric P Xing, Zhiting Hu
2022
arXiv
/
code
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
Summarizing Text on Any Aspects: A Knowledge-Informed Weakly-Supervised Approach
Bowen Tan, Lianhui Qin, Eric P Xing, Zhiting Hu
EMNLP 2020, short
paper/code coming soon
Knowledge-Driven Encode, Retrieve, Paraphrase for Medical Image Report Generation
Christy Y. Li, Xiaodan Liang, Zhiting Hu, Eric Xing
AAAI 2019
arXiv
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
Symbolic Graph Reasoning Meets Convolutions
Xiaodan Liang, Zhiting Hu, Eric Xing
NeurIPS 2018
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 Neural Networks with Massive Learned Knowledge
Zhiting Hu, Zichao Yang, Ruslan Salakhutdinov, Eric Xing
EMNLP 2016
supp
Grounding Topic Models with Knowledge Bases
Zhiting Hu, Gang Luo, Mrinmaya Sachan, Eric Xing, Zaiqing Nie
IJCAI 2016
supp
/ slides
Joint Embedding of Hierarchical Categories and Entities for Concept Categorization and Dataless Classification
Yuezhang Li, Ronghuo Zheng, Tian Tian, Zhiting Hu, Rahul Iyer, Katia Sycara
COLING 2016
arXiv
Entity Hierarchy Embedding
Zhiting Hu, Poyao Huang, Yuntian Deng, Yingkai Gao, Eric Xing
ACL 2015
supp
/ slides
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