Zhou, Xiaofang

17 publications

NeurIPS 2025 Semantic-Guided Diverse Decoding for Large Language Model Weijie Shi, Yue Cui, Yaguang Wu, Jingzhi Fang, Shibo Zhang, Mengze Li, Sirui Han, Jia Zhu, Jiajie Xu, Xiaofang Zhou

ICLR 2025 Structuring Benchmark into Knowledge Graphs to Assist Large Language Models in Retrieving and Designing Models Hanmo Liu, Shimin Di, Jialiang Wang, Zhili Wang, Jiachuan Wang, Xiaofang Zhou, Lei Chen

NeurIPS 2024 ElasTST: Towards Robust Varied-Horizon Forecasting with Elastic Time-Series Transformer Jiawen Zhang, Shun Zheng, Xumeng Wen, Xiaofang Zhou, Jiang Bian, Jia Li

ICML 2024 Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks Approach Weijia Zhang, Chenlong Yin, Hao Liu, Xiaofang Zhou, Hui Xiong

AAAI 2022 Ensemble Semi-Supervised Entity Alignment via Cycle-Teaching Kexuan Xin, Zequn Sun, Wen Hua, Bing Liu, Wei Hu, Jianfeng Qu, Xiaofang Zhou

IJCAI 2021 MFNP: A Meta-Optimized Model for Few-Shot Next POI Recommendation Huimin Sun, Jiajie Xu, Kai Zheng, Pengpeng Zhao, Pingfu Chao, Xiaofang Zhou

IJCAI 2020 Discovering Subsequence Patterns for Next POI Recommendation Kangzhi Zhao, Yong Zhang, Hongzhi Yin, Jin Wang, Kai Zheng, Xiaofang Zhou, Chunxiao Xing

IJCAI 2019 Feature-Level Deeper Self-Attention Network for Sequential Recommendation Tingting Zhang, Pengpeng Zhao, Yanchi Liu, Victor S. Sheng, Jiajie Xu, Deqing Wang, Guanfeng Liu, Xiaofang Zhou

IJCAI 2019 Graph Contextualized Self-Attention Network for Session-Based Recommendation Chengfeng Xu, Pengpeng Zhao, Yanchi Liu, Victor S. Sheng, Jiajie Xu, Fuzhen Zhuang, Junhua Fang, Xiaofang Zhou

AAAI 2019 Where to Go Next: A Spatio-Temporal Gated Network for Next POI Recommendation Pengpeng Zhao, Haifeng Zhu, Yanchi Liu, Jiajie Xu, Zhixu Li, Fuzhen Zhuang, Victor S. Sheng, Xiaofang Zhou

IJCAI 2018 LC-RNN: A Deep Learning Model for Traffic Speed Prediction Zhongjian Lv, Jiajie Xu, Kai Zheng, Hongzhi Yin, Pengpeng Zhao, Xiaofang Zhou

IJCAI 2016 Understanding Information Diffusion Under Interactions Yuan Su, Xi Zhang, Philip S. Yu, Wen Hua, Xiaofang Zhou, Binxing Fang

AAAI 2015 A Convex Formulation for Spectral Shrunk Clustering Xiaojun Chang, Feiping Nie, Zhigang Ma, Yi Yang, Xiaofang Zhou

IJCAI 2013 Co-Regularized Ensemble for Feature Selection Yahong Han, Yi Yang, Xiaofang Zhou

AAAI 2012 Unsupervised Feature Selection Using Nonnegative Spectral Analysis Zechao Li, Yi Yang, Jing Liu, Xiaofang Zhou, Hanqing Lu

IJCAI 2011 L2, 1-Norm Regularized Discriminative Feature Selection for Unsupervised Learning Yi Yang, Heng Tao Shen, Zhigang Ma, Zi Huang, Xiaofang Zhou

AAAI 2011 Nonnegative Spectral Clustering with Discriminative Regularization Yi Yang, Heng Tao Shen, Feiping Nie, Rongrong Ji, Xiaofang Zhou