A Deep Learning Approach for Traffic Condition Prediction with Dependency Extraction and Transfer. - Yi Ren; Xu Chen 022; Kaigui Bian; Kunqing Xie (FSDM, 2019)

Passenger Flow Prediction in Traffic System Based on Deep Neural Networks and Transfer Learning Method. - Yi Ren; Xu Chen 022; Sheng Wan; Kunqing Xie; Kaigui Bian (ICITE, 2019)

TSSRGCN: Temporal Spectral Spatial Retrieval Graph Convolutional Network for Traffic Flow Forecasting. - Xu Chen 022; Yuanxing Zhang; Lun Du; Zheng Fang 007; Yi Ren; Kaigui Bian; Kunqing Xie (ICDM, 2020)

Neuron Campaign for Initialization Guided by Information Bottleneck Theory. - Haitao Mao; Xu Chen 022; Qiang Fu 015; Lun Du; Shi Han; Dongmei Zhang 001 (CIKM, 2021)

Fast Hierarchy Preserving Graph Embedding via Subspace Constraints. - Xu Chen 022; Lun Du; Mengyuan Chen; Yun Wang 012; Qingqing Long; Kunqing Xie (ICASSP, 2021)

TabularNet: A Neural Network Architecture for Understanding Semantic Structures of Tabular Data. - Lun Du; Fei Gao; Xu Chen 022; Ran Jia; Junshan Wang; Jiang Zhang 006; Shi Han; Dongmei Zhang 001 (KDD, 2021)

Understanding and Improvement of Adversarial Training for Network Embedding from an Optimization Perspective. - Lun Du; Xu Chen 022; Fei Gao; Kunqing Xie; Shi Han; Dongmei Zhang 001 (CoRR, 2021)

Source Free Unsupervised Graph Domain Adaptation. - Haitao Mao; Lun Du; Yujia Zheng 001; Qiang Fu 015; Zelin Li 001; Xu Chen 022; Shi Han; Dongmei Zhang 001 (CoRR, 2021)

Neuron with Steady Response Leads to Better Generalization. - Qiang Fu 015; Lun Du; Haitao Mao; Xu Chen 022; Wei Fang 005; Shi Han; Dongmei Zhang 001 (NeurIPS, 2022)

Understanding and Improvement of Adversarial Training for Network Embedding from an Optimization Perspective. - Lun Du; Xu Chen 022; Fei Gao; Qiang Fu 015; Kunqing Xie; Shi Han; Dongmei Zhang 001 (WSDM, 2022)

Concept Understanding in Large Language Models: An Empirical Study. - Jiayi Liao; Xu Chen 022; Lun Du (Tiny Papers @ ICLR, 2023)

Out-of-Distribution Detection based on In-Distribution Data Patterns Memorization with Modern Hopfield Energy. - Jinsong Zhang; Qiang Fu 015; Xu Chen 022; Lun Du; Zelin Li 001; Gang Wang 001; Xiaoguang Liu 001; Shi Han; Dongmei Zhang 001 (ICLR, 2023)

On Manipulating Signals of User-Item Graph: A Jacobi Polynomial-based Graph Collaborative Filtering. - Jiayan Guo; Lun Du; Xu Chen 022; Xiaojun Ma; Qiang Fu 015; Shi Han; Dongmei Zhang 001; Yan Zhang 117 (KDD, 2023)

Homophily-oriented Heterogeneous Graph Rewiring. - Jiayan Guo; Lun Du; Wendong Bi; Qiang Fu 015; Xiaojun Ma; Xu Chen 022; Shi Han; Dongmei Zhang 001; Yan Zhang 117 (WWW, 2023)

Robust Mid-Pass Filtering Graph Convolutional Networks. - Jincheng Huang 005; Lun Du; Xu Chen 022; Qiang Fu 015; Shi Han; Dongmei Zhang 001 (WWW, 2023)

A subspace constraint based approach for fast hierarchical graph embedding. - Minghe Yu; Xu Chen 022; Xinhao Gu; Hengyu Liu 001; Lun Du (World Wide Web (WWW), 2023)

Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries. - Xinyi He; Mengyu Zhou; Xinrun Xu; Xiaojun Ma; Rui Ding 001; Lun Du; Yan Gao 002; Ran Jia; Xu Chen 022; Shi Han; Zejian Yuan; Dongmei Zhang 001 (AAAI, 2024)

Text-to-Image Generation for Abstract Concepts. - Jiayi Liao; Xu Chen 022; Qiang Fu 015; Lun Du; Xiangnan He 001; Xiang Wang 010; Shi Han; Dongmei Zhang 001 (AAAI, 2024)

TAROT: A Hierarchical Framework with Multitask co-pretraining on Semi-Structured Data Towards Effective Person-Job fit. - Yihan Cao; Xu Chen 022; Lun Du; Hao Chen; Qiang Fu 015; Shi Han; Yushu Du; Yanbin Kang; Guangming Lu 003; Zi Li (ICASSP, 2024)

Professional Network Matters: Connections Empower Person-Job Fit. - Hao Chen; Lun Du; Yuxuan Lu 003; Qiang Fu 015; Xu Chen 022; Shi Han; Yanbin Kang; Guangming Lu 003; Zi Li (WSDM, 2024)

Source Free Graph Unsupervised Domain Adaptation. - Haitao Mao; Lun Du; Yujia Zheng 001; Qiang Fu 015; Zelin Li 001; Xu Chen 022; Shi Han; Dongmei Zhang 001 (WSDM, 2024)

LLM-powered Heterogeneous Information Network Analytics. - Hao Chen; Lun Du; Xu Chen 022; Xiaojun Ma; Jiang Zhang 006 (WWW (Companion Volume), 2025)