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Journal Articles
- 2024
[j1]Wenhao Zheng
, Jintai Chen, Kai Zhang, Jiahuan Yan, Jinhong Wang, Yi Cheng, Bang Du, Danny Z. Chen, Honghao Gao, Jian Wu, Hongxia Xu:
Polygonal Approximation Learning for Convex Object Segmentation in Biomedical Images With Bounding Box Supervision. IEEE J. Biomed. Health Informatics 28(8): 4522-4533 (2024)
Conference and Workshop Papers
- 2024
- [c9]Jiahuan Yan, Bo Zheng, Hongxia Xu, Yiheng Zhu, Danny Z. Chen, Jimeng Sun, Jian Wu, Jintai Chen:
Making Pre-trained Language Models Great on Tabular Prediction. ICLR 2024 - [c8]Yaojun Hu, Jintai Chen, Lianting Hu, Dantong Li, Jiahuan Yan, Haochao Ying, Huiying Liang, Jian Wu:
Personalized Heart Disease Detection via ECG Digital Twin Generation. IJCAI 2024: 5872-5881 - [c7]Jintai Chen, Jiahuan Yan, Qiyuan Chen, Danny Z. Chen, Jian Wu, Jimeng Sun:
Can a Deep Learning Model be a Sure Bet for Tabular Prediction? KDD 2024: 288-296 - [c6]Jiahuan Yan, Jintai Chen, Qianxing Wang, Danny Z. Chen, Jian Wu:
Team up GBDTs and DNNs: Advancing Efficient and Effective Tabular Prediction with Tree-hybrid MLPs. KDD 2024: 3679-3689 - 2023
- [c5]Jiahuan Yan, Jintai Chen, Yixuan Wu, Danny Z. Chen, Jian Wu:
T2G-FORMER: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction. AAAI 2023: 10720-10728 - [c4]Jiahuan Yan, Haojun Gao, Zhang Kai, Weize Liu, Danny Chen, Jian Wu, Jintai Chen:
Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification. EMNLP (Findings) 2023: 7705-7720 - [c3]Shuo Sun, Yuchen Zhang, Jiahuan Yan, Yuze Gao, Donovan Ong, Bin Chen, Jian Su:
Battle of the Large Language Models: Dolly vs LLaMA vs Vicuna vs Guanaco vs Bard vs ChatGPT - A Text-to-SQL Parsing Comparison. EMNLP (Findings) 2023: 11225-11238 - [c2]Yixuan Wu, Jintai Chen, Jiahuan Yan, Yiheng Zhu, Danny Z. Chen, Jian Wu:
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels. ACM Multimedia 2023: 463-471 - [c1]Yiheng Zhu, Jialu Wu, Chaowen Hu, Jiahuan Yan, Chang-Yu Hsieh, Tingjun Hou, Jian Wu:
Sample-efficient Multi-objective Molecular Optimization with GFlowNets. NeurIPS 2023
Informal and Other Publications
- 2024
- [i11]Jiahuan Yan, Jintai Chen, Chaowen Hu, Bo Zheng, Yaojun Hu, Jimeng Sun, Jian Wu:
SERVAL: Synergy Learning between Vertical Models and LLMs towards Oracle-Level Zero-shot Medical Prediction. CoRR abs/2403.01570 (2024) - [i10]Jiahuan Yan, Bo Zheng, Hongxia Xu, Yiheng Zhu, Danny Z. Chen, Jimeng Sun, Jian Wu, Jintai Chen:
Making Pre-trained Language Models Great on Tabular Prediction. CoRR abs/2403.01841 (2024) - [i9]Yaojun Hu, Jintai Chen, Lianting Hu, Dantong Li, Jiahuan Yan, Haochao Ying, Huiying Liang, Jian Wu:
Personalized Heart Disease Detection via ECG Digital Twin Generation. CoRR abs/2404.11171 (2024) - [i8]Jiahuan Yan, Jintai Chen, Qianxing Wang, Danny Z. Chen, Jian Wu:
Team up GBDTs and DNNs: Advancing Efficient and Effective Tabular Prediction with Tree-hybrid MLPs. CoRR abs/2407.09790 (2024) - [i7]Jiahuan Yan, Zhouyang Hong, Yu Zhao, Yu Tian, Yunxin Liu, Travis Davies, Luhui Hu:
Generalized Robot Learning Framework. CoRR abs/2409.12061 (2024) - 2023
- [i6]Jintai Chen, Jiahuan Yan, Danny Ziyi Chen, Jian Wu:
ExcelFormer: A Neural Network Surpassing GBDTs on Tabular Data. CoRR abs/2301.02819 (2023) - [i5]Yiheng Zhu, Jialu Wu, Chaowen Hu, Jiahuan Yan, Chang-Yu Hsieh, Tingjun Hou, Jian Wu:
Sample-efficient Multi-objective Molecular Optimization with GFlowNets. CoRR abs/2302.04040 (2023) - [i4]Yixuan Wu, Jintai Chen, Jiahuan Yan, Yiheng Zhu, Danny Z. Chen, Jian Wu:
GCL: Gradient-Guided Contrastive Learning for Medical Image Segmentation with Multi-Perspective Meta Labels. CoRR abs/2309.08888 (2023) - [i3]Shuo Sun, Yuchen Zhang, Jiahuan Yan, Yuze Gao, Donovan Ong, Bin Chen, Jian Su:
Battle of the Large Language Models: Dolly vs LLaMA vs Vicuna vs Guanaco vs Bard vs ChatGPT - A Text-to-SQL Parsing Comparison. CoRR abs/2310.10190 (2023) - [i2]Jiahuan Yan, Haojun Gao, Zhang Kai, Weize Liu, Danny Chen, Jian Wu, Jintai Chen:
Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification. CoRR abs/2311.16650 (2023) - 2022
- [i1]Jiahuan Yan, Jintai Chen, Yixuan Wu, Danny Z. Chen, Jian Wu:
T2G-Former: Organizing Tabular Features into Relation Graphs Promotes Heterogeneous Feature Interaction. CoRR abs/2211.16887 (2022)
Coauthor Index
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