Chinese Medical Concept Normalization by Using Text and Comorbidity Network Embedding. - Yizhou Zhang; Xiaojun Ma 001; Guojie Song (ICDM, 2018)

Tag2Gauss: Learning Tag Representations via Gaussian Distribution in Tagged Networks. - Yun Wang 012; Lun Du; Guojie Song; Xiaojun Ma 001; Lichen Jin; Wei Lin; Fei Sun 001 (IJCAI, 2019)

Elaborating the Bayesian Priors in Unsupervised Graph Embedding via Graph Concepts. - Xiaojun Ma 001; Ziyao Li; Siwei Wei; Guojie Song (ADMA, 2020)

EPNE: Evolutionary Pattern Preserving Network Embedding. - Junshan Wang; Yilun Jin; Guojie Song; Xiaojun Ma 001 (ECAI, 2020)

LEReg: Empower Graph Neural Networks with Local Energy Regularization. - Xiaojun Ma 001; Hanyue Chen; Guojie Song (CIKM, 2021)

Improving Graph Neural Networks with Structural Adaptive Receptive Fields. - Xiaojun Ma 001; Junshan Wang; Hanyue Chen; Guojie Song (WWW, 2021)

GBK-GNN: Gated Bi-Kernel Graph Neural Networks for Modeling Both Homophily and Heterophily. - Lun Du; Xiaozhou Shi; Qiang Fu 015; Xiaojun Ma 001; Hengyu Liu 001; Shi Han; Dongmei Zhang 001 (WWW, 2022)

Meta-Weight Graph Neural Network: Push the Limits Beyond Global Homophily. - Xiaojun Ma 001; Qin Chen; Yuanyi Ren; Guojie Song; Liang Wang 001 (WWW, 2022)

Hierarchical Transformer for Scalable Graph Learning. - Wenhao Zhu; Tianyu Wen; Guojie Song; Xiaojun Ma 001; Liang Wang 001 (IJCAI, 2023)

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

GetPt: Graph-enhanced General Table Pre-training with Alternate Attention Network. - Ran Jia; Haoming Guo; Xiaoyuan Jin; Chao Yan; Lun Du; Xiaojun Ma 001; Tamara Stankovic; Marko Lozajic; Goran Zoranovic; Igor Ilic; Shi Han; Dongmei Zhang 001 (KDD, 2023)

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

Rethinking Structural Encodings: Adaptive Graph Transformer for Node Classification Task. - Xiaojun Ma 001; Qin Chen; Yi Wu; Guojie Song; Liang Wang 001; Bo Zheng 007 (WWW, 2023)

Leveraging LLMs for KPIs Retrieval from Hybrid Long-Document: A Comprehensive Framework and Dataset. - Chongjian Yue; Xinrun Xu; Xiaojun Ma 001; Lun Du; Hengyu Liu 001; Zhiming Ding; Yanbing Jiang; Shi Han; Dongmei Zhang 001 (CoRR, 2023)

Learning discrete adaptive receptive fields for graph convolutional networks. - Xiaojun Ma 001; Ziyao Li; Guojie Song; Chuan Shi 001 (Sci. China Inf. Sci., 2023)

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

Extract Information from Hybrid Long Documents Leveraging LLMs: A Framework and Dataset. - Chongjian Yue; Xinrun Xu; Xiaojun Ma 001; Lun Du; Zhiming Ding; Shi Han; Dongmei Zhang 001; Qi Zhang 066 (ICASSP, 2025)

LLM-powered Heterogeneous Information Network Analytics. - Hao Chen 135; Lun Du; Xu Chen 022; Xiaojun Ma 001; Jiang Zhang 006 (WWW (Companion Volume), 2025)

SuperRL: Reinforcement Learning with Supervision to Boost Language Model Reasoning. - Yihao Liu; Shuocheng Li; Lang Cao; Yuhang Xie; Mengyu Zhou; Haoyu Dong 001; Xiaojun Ma 001; Shi Han; Dongmei Zhang 001 (CoRR, 2025)

Bingo: Boosting Efficient Reasoning of LLMs via Dynamic and Significance-based Reinforcement Learning. - Hanbing Liu; Lang Cao; Yuanyi Ren; Mengyu Zhou; Haoyu Dong 001; Xiaojun Ma 001; Shi Han; Dongmei Zhang 001 (CoRR, 2025)

SheetDesigner: MLLM-Powered Spreadsheet Layout Generation with Rule-Based and Vision-Based Reflection. - Qin Chen; Yuanyi Ren; Xiaojun Ma 001; Mugeng Liu; Han Shi; Dongmei Zhang 001 (CoRR, 2025)

No More Manual Guides: Automatic and Scalable Generation of High-Quality Excel Tutorials. - Yuhang Xie; Jian Mu; Xiaojun Ma 001; Chaoyun Zhang; Lu Wang 029; Mengyu Zhou; Mugeng Liu; Si Qin; Qingwei Lin; Saravan Rajmohan; Shi Han; Dongmei Zhang 001 (CoRR, 2025)