Learning Dynamic Context Graphs for Predicting Social Events. - Songgaojun Deng; Huzefa Rangwala; Yue Ning 001 (KDD, 2019)

Exploration of a mechanism to form bionic, self-growing and self-organizing neural network. - Xu Yang 003; Guo Liu; Songgaojun Deng; Zichao Wei; Hu He 001; Yingjie Shang; Ning Deng 008 (Artif. Intell. Rev., 2019)

Graph Message Passing with Cross-location Attentions for Long-term ILI Prediction. - Songgaojun Deng; Shusen Wang; Huzefa Rangwala; Lijing Wang 001; Yue Ning 001 (CoRR, 2019)

Cola-GNN: Cross-location Attention based Graph Neural Networks for Long-term ILI Prediction. - Songgaojun Deng; Shusen Wang; Huzefa Rangwala; Lijing Wang 001; Yue Ning 001 (CIKM, 2020)

Dynamic Knowledge Graph based Multi-Event Forecasting. - Songgaojun Deng; Huzefa Rangwala; Yue Ning 001 (KDD, 2020)

Understanding Event Predictions via Contextualized Multilevel Feature Learning. - Songgaojun Deng; Huzefa Rangwala; Yue Ning 001 (CIKM, 2021)

Causal Knowledge Guided Societal Event Forecasting. - Songgaojun Deng; Huzefa Rangwala; Yue Ning 001 (CoRR, 2021)

A Survey on Societal Event Forecasting with Deep Learning. - Songgaojun Deng; Yue Ning 001 (CoRR, 2021)

Causality Enhanced Societal Event Forecasting With Heterogeneous Graph Learning. - Songgaojun Deng; Huzefa Rangwala; Yue Ning 001 (ICDM, 2022)

Robust Event Forecasting with Spatiotemporal Confounder Learning. - Songgaojun Deng; Huzefa Rangwala; Yue Ning 001 (KDD, 2022)

Advances in Human Event Modeling: From Graph Neural Networks to Language Models. - Songgaojun Deng; Maarten de Rijke; Yue Ning 001 (KDD, 2024)

Frequency Adaptive Normalization For Non-stationary Time Series Forecasting. - Weiwei Ye; Songgaojun Deng; Qiaosha Zou; Ning Gui (NeurIPS, 2024)

Learning Latent Spaces for Domain Generalization in Time Series Forecasting. - Songgaojun Deng; Maarten de Rijke (CoRR, 2024)

SimGCL: graph contrastive learning by finding homophily in heterophily. - Cheng Liu; Chenhuan Yu; Ning Gui; Zhiwu Yu; Songgaojun Deng (Knowl. Inf. Syst., 2024)

Domain Generalization in Time Series Forecasting. - Songgaojun Deng; Olivier Sprangers; Ming Li 068; Sebastian Schelter; Maarten de Rijke (ACM Trans. Knowl. Discov. Data, 2024)

Beyond Natural Language Plans: Structure-Aware Planning for Query-Focused Table Summarization. - Weijia Zhang 004; Songgaojun Deng; Evangelos Kanoulas (CoRR, 2025)