Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
IJCAI'2022 SURVEY TRACK | July 2022
Publications
Publications
Publications by Year
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FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining
Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang
ACL 2022 | May 2022
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation
Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang
ACL 2022 Main Track | May 2022
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Table2Charts: Recommending Charts by Learning Shared Table Representations
Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
TUTA: Tree-based Transformers for Generally Structured Table Pre-training
Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)
KDD | August 2021
Semantic Table Structure Identification in Spreadsheets
Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan
ISSTA | July 2021
MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis
Pingchuan Ma, Rui Ding, Shi Han, Dongmei Zhang
ACM SIGMOD International Conference on Management of Data | June 2021
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Neural Formatting for Spreadsheet Tables
Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang
CIKM'20 (among five best paper nominees in full research track) | October 2020
Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture
Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang
CIKM'20 (applied research track) | October 2020
Reliable and Efficient Anytime Skeleton Learning
Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
To appear in proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI'20) | February 2020
Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data
Mengyu Zhou, Tao Wang, Pengxin Ji, Shi Han, Dongmei Zhang
The 34th AAAI Conference on Artificial Intelligence (AAAI '20) | February 2020
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Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture
Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang
Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019
QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data
Rui Ding, Shi Han, Yong Xu, Haidong Zhang, Dongmei Zhang
Proceedings of the 2019 ACM International Conference on Management of Data (SIGMOD'19 industrial track) | June 2019
TableSense: Spreadsheet Table Detection with Convolutional Neural Networks
Haoyu Dong, Shijie Liu, Shi Han, Zhouyu Fu, Dongmei Zhang
Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI'19) | January 2019
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Automated Refactoring of Nested-IF Formulae in Spreadsheets
Jie Zhang, Shi Han, Dan Hao, Lu Zhang, Dongmei Zhang
Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'18 industrial track) | November 2018
Expandable Group Identification in Spreadsheets
Wensheng Dou, Shi Han, Liang Xu, Dongmei Zhang, Jun Wei
Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering (ASE'18) | September 2018
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Extracting Top-K Insights from Multi-dimensional Data
Bo Tang, Shi Han, Man Lung Yiu, Rui Ding, Dongmei Zhang
Proceedings of the 2017 ACM International Conference on Management of Data (SIGMOD'17) | May 2017
Publications by Research Area
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Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
IJCAI'2022 SURVEY TRACK | July 2022
FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining
Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang
ACL 2022 | May 2022
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation
Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang
ACL 2022 Main Track | May 2022
Table2Charts: Recommending Charts by Learning Shared Table Representations
Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
TUTA: Tree-based Transformers for Generally Structured Table Pre-training
Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)
KDD | August 2021
Semantic Table Structure Identification in Spreadsheets
Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan
ISSTA | July 2021
Neural Formatting for Spreadsheet Tables
Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang
CIKM'20 (among five best paper nominees in full research track) | October 2020
Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture
Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang
CIKM'20 (applied research track) | October 2020
Reliable and Efficient Anytime Skeleton Learning
Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
To appear in proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI'20) | February 2020
Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data
Mengyu Zhou, Tao Wang, Pengxin Ji, Shi Han, Dongmei Zhang
The 34th AAAI Conference on Artificial Intelligence (AAAI '20) | February 2020
Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture
Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang
Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019
QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data
Rui Ding, Shi Han, Yong Xu, Haidong Zhang, Dongmei Zhang
Proceedings of the 2019 ACM International Conference on Management of Data (SIGMOD'19 industrial track) | June 2019
TableSense: Spreadsheet Table Detection with Convolutional Neural Networks
Haoyu Dong, Shijie Liu, Shi Han, Zhouyu Fu, Dongmei Zhang
Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI'19) | January 2019
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Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
IJCAI'2022 SURVEY TRACK | July 2022
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation
Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang
ACL 2022 Main Track | May 2022
Table2Charts: Recommending Charts by Learning Shared Table Representations
Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
TUTA: Tree-based Transformers for Generally Structured Table Pre-training
Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)
KDD | August 2021
MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis
Pingchuan Ma, Rui Ding, Shi Han, Dongmei Zhang
ACM SIGMOD International Conference on Management of Data | June 2021
Neural Formatting for Spreadsheet Tables
Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang
CIKM'20 (among five best paper nominees in full research track) | October 2020
Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture
Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang
CIKM'20 (applied research track) | October 2020
Reliable and Efficient Anytime Skeleton Learning
Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
To appear in proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI'20) | February 2020
Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data
Mengyu Zhou, Tao Wang, Pengxin Ji, Shi Han, Dongmei Zhang
The 34th AAAI Conference on Artificial Intelligence (AAAI '20) | February 2020
Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture
Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang
Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019
QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data
Rui Ding, Shi Han, Yong Xu, Haidong Zhang, Dongmei Zhang
Proceedings of the 2019 ACM International Conference on Management of Data (SIGMOD'19 industrial track) | June 2019
Automated Refactoring of Nested-IF Formulae in Spreadsheets
Jie Zhang, Shi Han, Dan Hao, Lu Zhang, Dongmei Zhang
Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'18 industrial track) | November 2018
Expandable Group Identification in Spreadsheets
Wensheng Dou, Shi Han, Liang Xu, Dongmei Zhang, Jun Wei
Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering (ASE'18) | September 2018
Extracting Top-K Insights from Multi-dimensional Data
Bo Tang, Shi Han, Man Lung Yiu, Rui Ding, Dongmei Zhang
Proceedings of the 2017 ACM International Conference on Management of Data (SIGMOD'17) | May 2017
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FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining
Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang
ACL 2022 | May 2022
Table2Charts: Recommending Charts by Learning Shared Table Representations
Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
-
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation
Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang
ACL 2022 Main Track | May 2022
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Table2Charts: Recommending Charts by Learning Shared Table Representations
Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
-
Semantic Table Structure Identification in Spreadsheets
Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan
ISSTA | July 2021
Automated Refactoring of Nested-IF Formulae in Spreadsheets
Jie Zhang, Shi Han, Dan Hao, Lu Zhang, Dongmei Zhang
Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'18 industrial track) | November 2018
Expandable Group Identification in Spreadsheets
Wensheng Dou, Shi Han, Liang Xu, Dongmei Zhang, Jun Wei
Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering (ASE'18) | September 2018
Publications by Type
-
Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang
IJCAI'2022 SURVEY TRACK | July 2022
FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining
Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang
ACL 2022 | May 2022
HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation
Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang
ACL 2022 Main Track | May 2022
Table2Charts: Recommending Charts by Learning Shared Table Representations
Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang
The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021
TUTA: Tree-based Transformers for Generally Structured Table Pre-training
Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)
KDD | August 2021
Semantic Table Structure Identification in Spreadsheets
Yakun Zhang, Xiao Lv, Haoyu Dong, Wensheng Dou, Shi Han, Dongmei Zhang, Jun Wei, Ye Dan
ISSTA | July 2021
MetaInsight: Automatic Discovery of Structured Knowledge for Exploratory Data Analysis
Pingchuan Ma, Rui Ding, Shi Han, Dongmei Zhang
ACM SIGMOD International Conference on Management of Data | June 2021
Neural Formatting for Spreadsheet Tables
Haoyu Dong, Jinyu Wang, Zhouyu Fu, Shi Han, Dongmei Zhang
CIKM'20 (among five best paper nominees in full research track) | October 2020
Learning Formatting Style Transfer and Structure Extraction for Spreadsheet Tables with a Hybrid Neural Network Architecture
Haoyu Dong, Jiong Yang, Shi Han, Dongmei Zhang
CIKM'20 (applied research track) | October 2020
Reliable and Efficient Anytime Skeleton Learning
Rui Ding, Yanzhi Liu, Jingjing Tian, Zhouyu Fu, Shi Han, Dongmei Zhang
To appear in proceedings of the 34th AAAI Conference on Artificial Intelligence (AAAI'20) | February 2020
Table2Analysis: Modeling and Recommendation of Common Analysis Patterns for Multi-Dimensional Data
Mengyu Zhou, Tao Wang, Pengxin Ji, Shi Han, Dongmei Zhang
The 34th AAAI Conference on Artificial Intelligence (AAAI '20) | February 2020
Semantic Structure Extraction for Spreadsheet Tables with a Multi-task Learning Architecture
Haoyu Dong, Shijie Liu, Zhouyu Fu, Shi Han, Dongmei Zhang
Workshop on Document Intelligence (DI 2019) at NeurIPS 2019 | December 2019
QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data
Rui Ding, Shi Han, Yong Xu, Haidong Zhang, Dongmei Zhang
Proceedings of the 2019 ACM International Conference on Management of Data (SIGMOD'19 industrial track) | June 2019
TableSense: Spreadsheet Table Detection with Convolutional Neural Networks
Haoyu Dong, Shijie Liu, Shi Han, Zhouyu Fu, Dongmei Zhang
Proceedings of the 33rd AAAI Conference on Artificial Intelligence (AAAI'19) | January 2019
Automated Refactoring of Nested-IF Formulae in Spreadsheets
Jie Zhang, Shi Han, Dan Hao, Lu Zhang, Dongmei Zhang
Proceedings of the 2018 26th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering (FSE'18 industrial track) | November 2018
Expandable Group Identification in Spreadsheets
Wensheng Dou, Shi Han, Liang Xu, Dongmei Zhang, Jun Wei
Proceedings of the 33rd ACM/IEEE International Conference on Automated Software Engineering (ASE'18) | September 2018
Extracting Top-K Insights from Multi-dimensional Data
Bo Tang, Shi Han, Man Lung Yiu, Rui Ding, Dongmei Zhang
Proceedings of the 2017 ACM International Conference on Management of Data (SIGMOD'17) | May 2017
People
Haoyu Dong
Senior Researcher
Xiao Lv
Senior Researcher
Ran Jia
Researcher
Mengyu Zhou
Senior Researcher
Justin Ding
Principal Researcher
Shi Han
SR. Principal Research Manager
Dongmei Zhang
Assistant Managing Director