Publications

Selected Publications

• Robust Attributed Graph Alignment via Joint Structure Learning and Optimal Transport
  Jianheng Tang, Weiqi Zhang, Jiajin Li, Kangfei Zhao, Fugee Tsung, Jia Li
  ICDE 2023

• Rethinking Graph Neural Networks for Anomaly Detection [paper] [slides] [in Chinese] Rethinking-Anomaly-Detection
  Jianheng Tang, Jiajin Li, Ziqi Gao, Jia Li
  ICML 2022

• 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)

Preprints

• Fast Provably Convergent Algorithms for Gromov-Wasserstein in Graph Learning [arxiv]
  Jiajin Li, Jianheng Tang, Lemin Kong, Huikang Liu, Jia Li, Anthony Man-Cho So, Jose Blanchet.
  

Other Publications

• Handling Missing Data via Max-Entropy Regularized Graph Autoencoder
  Ziqi Gao, Yifan Niu, Jiashun Cheng, Jianheng Tang, Lanqing Li, Tingyang Xu, Peilin Zhao, Fugee Tsung, Jia Li
  AAAI 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 2022

• MedDG: 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 (^: Equal Contribution)
  NLPCC 2022

• GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning [paper] GeoQA
  Jiaqi Chen^, Jianheng Tang^, Jinghui Qin, Xiaodan Liang, Lingbo Liu, Eric P. Xing, Liang Lin
  ACL 2021 (Findings)

• Neural-Symbolic Solver for Math Word Problems with Auxiliary Tasks [paper] NS-Solver
  Jinghui Qin, Xiaodan Liang, Yining Hong, Jianheng Tang, Liang Lin
  ACL 2021

• Heterogeneous graph reasoning for knowledge-grounded medical dialogue system [paper]
  Wenge Liu, Jianheng Tang, Xiaodan Liang, Qingling Cai
  NeuralComputing 2021

• Graph-Evolving Meta-Learning for Low-Resource Medical Dialogue Generation [paper] GEML-MDG
  Shuai Lin, Pan Zhou, Xiaodan Liang, Jianheng Tang, Ruihui Zhao, Ziliang Chen, Liang Lin
  AAAI 2021

• Dynamic Knowledge Routing Network For Target-Guided Open-Domain Conversation [paper] TGODC-DKRN
  Jinghui Qin, Zheng Ye, Jianheng Tang, Xiaodan Liang
  AAAI 2020

• End-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)