An Efficient Approach to Event Detection and Forecasting in Dynamic Multivariate Social Media Networks. - Minglai Shao 001; Jianxin Li 002; Feng Chen 001; Hongyi Huang; Shuai Zhang 026; Xunxun Chen (WWW, 2017)

Stacked Kernel Network. - Shuai Zhang 026; Jianxin Li 002; Pengtao Xie; Yingchun Zhang; Minglai Shao 001; Haoyi Zhou; Mengyi Yan (CoRR, 2017)

Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting. - Haoyi Zhou; Shanghang Zhang; Jieqi Peng; Shuai Zhang 026; Jianxin Li 002; Hui Xiong 001; Wancai Zhang (AAAI, 2021)

MERITS: Medication Recommendation for Chronic Disease with Irregular Time-Series. - Shuai Zhang 026; Jianxin Li 002; Haoyi Zhou; Qishan Zhu; Shanghang Zhang; Danding Wang (ICDM, 2021)

Triplet Attention: Rethinking the Similarity in Transformers. - Haoyi Zhou; Jianxin Li 002; Jieqi Peng; Shuai Zhang 026; Shanghang Zhang (KDD, 2021)

A Bisubmodular Approach to Event Detection and Prediction in Multivariate Social Graphs. - Shuai Zhang 026; Haoyi Zhou; Feng Chen 001; Jianxin Li 002 (IEEE Trans. Comput. Soc. Syst., 2021)

POLLA: Enhancing the Local Structure Awareness in Long Sequence Spatial-temporal Modeling. - Haoyi Zhou; Hao Peng 001; Jieqi Peng; Shuai Zhang 026; Jianxin Li 002 (ACM Trans. Intell. Syst. Technol., 2021)

Learning Music Sequence Representation From Text Supervision. - Tianyu Chen; Yuan Xie; Shuai Zhang 026; Shaohan Huang; Haoyi Zhou; Jianxin Li 002 (ICASSP, 2022)

AIQoSer: Building the efficient Inference-QoS for AI Services. - Jianxin Li 002; Tianchen Zhu; Haoyi Zhou; Qingyun Sun; Chunyang Jiang; Shuai Zhang 026; Chunming Hu (IWQoS, 2022)

AutoST: Towards the Universal Modeling of Spatio-temporal Sequences. - Jianxin Li 002; Shuai Zhang 026; Hui Xiong 001; Haoyi Zhou (NeurIPS, 2022)

Jump Self-attention: Capturing High-order Statistics in Transformers. - Haoyi Zhou; Siyang Xiao; Shanghang Zhang; Jieqi Peng; Shuai Zhang 026; Jianxin Li 002 (NeurIPS, 2022)

Expanding the prediction capacity in long sequence time-series forecasting. - Haoyi Zhou; Jianxin Li 002; Shanghang Zhang; Shuai Zhang 026; Mengyi Yan; Hui Xiong 001 (Artif. Intell., 2023)

MalDetectFormer: Leveraging Sparse SpatioTemporal Information for Effective Malicious Traffic Detection. - Shuai Zhang 026; Yu Fan; Haoyi Zhou; Bo Li (AAAI, 2025)

Instructing the Architecture Search for Spatial-temporal Sequence Forecasting with LLM. - Xin Xue; Haoyi Zhou; Tianyu Chen; Shuai Zhang 026; Yizhou Long; Jianxin Li 002 (CoRR, 2025)