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Large Language Models (LLMs) on Tabular Data: Prediction, Generation, and Understanding - A Survey
Xi Fang, Weijie Xu, Fiona Anting Tan, Jiani Zhang, Ziqing Hu, Yanjun Qi, Scott Nickleach, Diego Socolinsky, Srinivasan Sengamedu, Christos Faloutsos
Transactions on Machine Learning Research (TMLR), 2024
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OpenTab: Advancing Large Language Models as Open-domain Table Reasoners
Kezhi Kong, Jiani Zhang, Zhengyuan Shen, Balasubramaniam Srinivasan, Chuan Lei, Christos Faloutsos, Huzefa Rangwala, George Karypis
International Conference on Learning Representations (ICLR), 2024
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Mixed-Type Tabular Data Synthesis with Score-based Diffusion in Latent Space
Hengrui Zhang, Jiani Zhang, Balasubramaniam Srinivasan, Zhengyuan Shen, Xiao Qin, Christos Faloutsos, Huzefa Rangwala, George Karypis
International Conference on Learning Representations (ICLR), 2024 (Oral)
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NameGuess: Column Name Expansion for Tabular Data
Jiani Zhang, Zhengyuan Shen, Balasubramaniam Srinivasan, Shen Wang, Huzefa Rangwala, George Karypis
Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
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OrthoReg: Improving Graph-regularized MLPs via Orthogonality Regularization
Hengrui Zhang, Shen Wang, Vassilis N Ioannidis, Soji Adeshina, Jiani Zhang, Xiao Qin, Christos Faloutsos, Da Zheng, George Karypis, Philip S Yu
33rd ACM International Conference on Information and Knowledge Management (CIKM), 2024
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PaGE-Link: Path-based Graph Neural Network Explanation for Heterogeneous Link Prediction
Shichang Zhang, Jiani Zhang, Xiang Song, Soji Adeshina, Da Zheng, Christos Faloutsos, Yizhou Sun
Proceedings of The Web Conference (WWW), 2023
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MAGNN: Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding
Xinyu Fu, Jiani Zhang, Ziqiao Meng, Irwin King
Proceedings of The Web Conference (WWW), 2020
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STAR-GCN: Stacked and Reconstructed Graph Convolutional Networks for Recommender Systems
Jiani Zhang, Xingjian Shi, Shenglin Zhao, Irwin King
Twenty-Eighth International Joint Conference on Artificial Intelligence (IJCAI), 2019.
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Title-Guided Encoding for Keyphrase Generation
Wang Chen, Yifan Gao, Jiani Zhang, Irwin King, Michael R Lyu
The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI), 2019.
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GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs
Jiani Zhang, Xingjian Shi, Junyuan Xie, Hao Ma, Irwin King, Dit-Yan Yeung
The Conference on Uncertainty in Artificial Intelligence (UAI), 2018.
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Aspect-level Sentiment Classification with HEAT (HiErarchical ATtention) Network
Jiajun Cheng, Shenglin Zhao, Jiani Zhang, Irwin King, Xin Zhang, Hui Wang
Proceedings of the 2017 ACM on Conference on Information and Knowledge Management (CIKM), 2017.
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Dynamic Key-Value Memory Networks for Knowledge Tracing
Jiani Zhang, Xingjian Shi, Irwin King, Dit-Yan Yeung
Proceedings of the 26th International Conference on World Wide Web (WWW), 2017.