About me
取法乎上, 仅得其中.
Currently, I am a 3rd year PhD student at The Hong Kong University of Science and Technology(HKUST), advised by Prof. Jia Li and Prof. Xiaofang Zhou.
Previously, I received my MPhil degree from the Sun Yat-sen University in 2021, where I was fortunate to be advised by Prof. Xiaodan Liang. I obtained my bachelor degree in Mathematics from Soochow University in 2019.
Research Interests
My research interest in general lies in graph learning, anomaly detection, and optimal transport.
Selected First-Author Publications
GADBench: Revisiting and Benchmarking Supervised Graph Anomaly Detection
[paper] [slides(LOGS Seminar)] [Talk(Chinese)] GADBench
Jianheng Tang, Fengrui Hua, Ziqi Gao, Peilin Zhao, Jia Li
NeurIPS 2023 Datasets and Benchmarks TrackA Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity Alignment
[paper] FusedGW-Entity-Alignment
Jianheng Tang, Kangfei Zhao, Jia Li
ACL 2023 (Findings)Robust Attributed Graph Alignment via Joint Structure Learning and Optimal Transport
[paper] [slides] SLOTAlign
Jianheng Tang, Weiqi Zhang, Jiajin Li, Kangfei Zhao, Fugee Tsung, Jia Li
ICDE 2023Rethinking Graph Neural Networks for Anomaly Detection
[paper] [slides] [article (in Chinese)] [talk (in Chinese)] [talk (in English)] Rethinking-Anomaly-Detection
Jianheng Tang, Jiajin Li, Ziqi Gao, Jia Li
ICML 2022GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning [paper] [article (in Chinese)] GeoQA
Jiaqi Chen^, Jianheng Tang^, Jinghui Qin, Xiaodan Liang, Lingbo Liu, Eric P. Xing, Liang Lin
ACL 2021 (Findings)Target-guided Open-Domain Conversation
[paper] [slides] Target-Guided-Conversation
Jianheng Tang, Tiancheng Zhao, Chenyan Xiong, Xiaodan Liang, Eric P. Xing, Zhiting Hu
ACL 2019 (Oral)
(^: Equal Contribution)
Other Publications
Please refer to my Google Scholar for a complete pubilication list.
DeepIC3: Guiding IC3 Algorithms by Graph Neural Network Clause Prediction
[paper] AIG2INV
Guangyu Hu, Jianheng Tang, Changyuan Yu, Wei Zhang, Hongce Zhang
ASP-DAC 2024Outlier-Robust Gromov Wasserstein for Graph Data
[paper] Outlier-Robust-GW
Lemin Kong, Jiajin Li, Jianheng Tang, Anthony Man-Cho So*
NeurIPS 2023 (Spotlight)A Convergent Single-Loop Algorithm for Relaxation of Gromov-Wasserstein in Graph Data
[paper] Gromov-Wasserstein-for-Graph
Jiajin Li, Jianheng Tang, Lemin Kong, Huikang Liu, Jia Li, Anthony Man-Cho So, Jose Blanchet
ICLR 2023“My nose is running.”“Are you also coughing?”: Building A Medical Diagnosis Agent with Interpretable Inquiry Logics
[paper] BR-Agent
Wenge Liu, Yi Cheng, Hao Wang, Jianheng Tang, Yafei Liu, Ruihui Zhao, Wenjie Li, Yefeng Zheng, Xiaodan Liang
IJCAI 2022MedDG: An Entity-Centric Medical Consultation Dataset for Entity-Aware Medical Dialogue Generation
[paper] MedDG
Wenge Liu^, Jianheng Tang^, Yi Cheng^, Wenjie Li, Yefeng Zheng, Xiaodan Liang
NLPCC 2022Neural-Symbolic Solver for Math Word Problems with Auxiliary Tasks
[paper] NS-Solver
Jinghui Qin, Xiaodan Liang, Yining Hong, Jianheng Tang, Liang Lin
ACL 2021Dynamic Knowledge Routing Network For Target-Guided Open-Domain Conversation
[paper] TGODC-DKRN
Jinghui Qin, Zheng Ye, Jianheng Tang, Xiaodan Liang
AAAI 2020End-to-End Knowledge-Routed Relational Dialogue System for Automatic Diagnosis
[paper] Medical_DS
Lin Xu, Qixian Zhou, Ke Gong, Xiaodan Liang, Jianheng Tang, Liang Lin
AAAI 2019 (Oral)