Contextual Spatial Outlier Detection with Metric Learning. - Guanjie Zheng; Susan L. Brantley; Thomas Lauvaux; Zhenhui Li (KDD, 2017)

Discovery of Causal Time Intervals. - Zhenhui Li; Guanjie Zheng; Amal Agarwal; Lingzhou Xue; Thomas Lauvaux (SDM, 2017)

IntelliLight: A Reinforcement Learning Approach for Intelligent Traffic Light Control. - Hua Wei 001; Guanjie Zheng; Huaxiu Yao; Zhenhui Li (KDD, 2018)

DRN: A Deep Reinforcement Learning Framework for News Recommendation. - Guanjie Zheng; Fuzheng Zhang; Zihan Zheng; Yang Xiang; Nicholas Jing Yuan; Xing Xie 001; Zhenhui Li (WWW, 2018)

Modeling Spatial-Temporal Dynamics for Traffic Prediction. - Huaxiu Yao; Xianfeng Tang; Hua Wei 001; Guanjie Zheng; Yanwei Yu; Zhenhui Li (CoRR, 2018)

Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction. - Huaxiu Yao; Xianfeng Tang; Hua Wei 001; Guanjie Zheng; Zhenhui Li (AAAI, 2019)

CoLight: Learning Network-level Cooperation for Traffic Signal Control. - Hua Wei 001; Nan Xu; Huichu Zhang; Guanjie Zheng; Xinshi Zang; Chacha Chen; Weinan Zhang 001; Yanmin Zhu 006; Kai Xu 014; Zhenhui Li (CIKM, 2019)

Learning Traffic Signal Control from Demonstrations. - Yuanhao Xiong; Guanjie Zheng; Kai Xu; Zhenhui Li (CIKM, 2019)

Learning Phase Competition for Traffic Signal Control. - Guanjie Zheng; Yuanhao Xiong; Xinshi Zang; Jie Feng 002; Hua Wei 001; Huichu Zhang; Yong Li 008; Kai Xu 014; Zhenhui Li (CIKM, 2019)

PressLight: Learning Max Pressure Control to Coordinate Traffic Signals in Arterial Network. - Hua Wei 001; Chacha Chen; Guanjie Zheng; Kan Wu; Vikash V. Gayah; Kai Xu 014; Zhenhui Li (KDD, 2019)

Targeted Knowledge Transfer for Learning Traffic Signal Plans. - Nan Xu; Guanjie Zheng; Kai Xu 014; Yanmin Zhu 006; Zhenhui Li (PAKDD (2), 2019)

A Survey on Traffic Signal Control Methods. - Hua Wei 001; Guanjie Zheng; Vikash V. Gayah; Zhenhui Li (CoRR, 2019)

Diagnosing Reinforcement Learning for Traffic Signal Control. - Guanjie Zheng; Xinshi Zang; Nan Xu; Hua Wei 001; Zhengyao Yu; Vikash V. Gayah; Kai Xu 014; Zhenhui Li (CoRR, 2019)

Targeted Source Detection for Environmental Data. - Guanjie Zheng; Mengqi Liu; Tao Wen 006; Hongjian Wang 002; Huaxiu Yao; Susan L. Brantley; Zhenhui Li (CoRR, 2019)

Toward A Thousand Lights: Decentralized Deep Reinforcement Learning for Large-Scale Traffic Signal Control. - Chacha Chen; Hua Wei 001; Nan Xu; Guanjie Zheng; Ming Yang; Yuanhao Xiong; Kai Xu 014; Zhenhui Li (AAAI, 2020)

MetaLight: Value-Based Meta-Reinforcement Learning for Traffic Signal Control. - Xinshi Zang; Huaxiu Yao; Guanjie Zheng; Nan Xu; Kai Xu; Zhenhui Li (AAAI, 2020)

GeneraLight: Improving Environment Generalization of Traffic Signal Control via Meta Reinforcement Learning. - Huichu Zhang; Chang Liu 021; Weinan Zhang 001; Guanjie Zheng; Yong Yu 001 (CIKM, 2020)

Learning to Simulate Vehicle Trajectories from Demonstrations. - Guanjie Zheng; Hanyang Liu; Kai Xu; Zhenhui Li (ICDE, 2020)

Learning to Simulate on Sparse Trajectory Data. - Hua Wei 001; Chacha Chen; Chang Liu 021; Guanjie Zheng; Zhenhui Li (ECML/PKDD (4), 2020)

Recent Advances in Reinforcement Learning for Traffic Signal Control: A Survey of Models and Evaluation. - Hua Wei 001; Guanjie Zheng; Vikash V. Gayah; Zhenhui Li (SIGKDD Explor., 2020)

Rebuilding City-Wide Traffic Origin Destination from Road Speed Data. - Guanjie Zheng; Chang Liu 021; Hua Wei 001; Chacha Chen; Zhenhui Li (ICDE, 2021)

Knowledge-based Residual Learning. - Guanjie Zheng; Chang Liu 021; Hua Wei 001; Porter Jenkins; Chacha Chen; Tao Wen 006; Zhenhui Li (IJCAI, 2021)

Objective-aware Traffic Simulation via Inverse Reinforcement Learning. - Guanjie Zheng; Hanyang Liu; Kai Xu; Zhenhui Li (IJCAI, 2021)

Overview of the 1st Workshop on City Brain Research. - Guanjie Zheng; Porter Jenkins; Yanyan Xu 002; Dongyao Chen (KDD, 2021)

Learning to Route via Theory-Guided Residual Network. - Chang Liu 021; Guanjie Zheng; Zhenhui Li (CoRR, 2021)

MedAttacker: Exploring Black-Box Adversarial Attacks on Risk Prediction Models in Healthcare. - Muchao Ye; Junyu Luo 001; Guanjie Zheng; Cao Xiao; Ting Wang 006; Fenglong Ma (CoRR, 2021)

MedAttacker: Exploring Black-Box Adversarial Attacks on Risk Prediction Models in Healthcare. - Muchao Ye; Junyu Luo 001; Guanjie Zheng; Cao Xiao; Houping Xiao; Ting Wang 006; Fenglong Ma (BIBM, 2022)

CTRL: Cooperative Traffic Tolling via Reinforcement Learning. - Yiheng Wang; Hexi Jin; Guanjie Zheng (CIKM, 2022)

HMES: A Scalable Human Mobility and Epidemic Simulation System with Fast Intervention Modeling. - Haoyu Geng; Guanjie Zheng; Zhengqing Han; Hua Wei 001; Zhenhui Li (SmartWorld/UIC/ScalCom/DigitalTwin/PriComp/Meta, 2022)

CBLab: Scalable Traffic Simulation with Enriched Data Supporting. - Chumeng Liang; Zherui Huang; Yicheng Liu; Zhanyu Liu; Guanjie Zheng; Hanyuan Shi; Yuhao Du; Fuliang Li; Zhenhui Li (CoRR, 2022)

Using a neural network - Physics-based hybrid model to predict soil reaction fronts. - Tao Wen 006; Chacha Chen; Guanjie Zheng; Joel Bandstra; Susan L. Brantley (Comput. Geosci., 2022)

GeoImageCut: A Toolkit for Image Cut from Geoscience Literature. - Zhixin Guo; Guanjie Zheng; Xinbing Wang; Chenghu Zhou (ACM TUR-C, 2023)

Cross-city Few-Shot Traffic Forecasting via Traffic Pattern Bank. - Zhanyu Liu; Guanjie Zheng; Yanwei Yu (CIKM, 2023)

Uncertainty-aware Traffic Prediction under Missing Data. - Hao Mei; Junxian Li 001; Zhiming Liang; Guanjie Zheng; Bin Shi; Hua Wei 001 (ICDM, 2023)

Multiplex Heterogeneous Graph Neural Network with Behavior Pattern Modeling. - Chaofan Fu; Guanjie Zheng; Chao Huang 001; Yanwei Yu; Junyu Dong (KDD, 2023)

CBLab: Supporting the Training of Large-scale Traffic Control Policies with Scalable Traffic Simulation. - Chumeng Liang; Zherui Huang; Yicheng Liu; Zhanyu Liu; Guanjie Zheng; Hanyuan Shi; Kan Wu; Yuhao Du; Fuliang Li; Zhenhui Jessie Li (KDD, 2023)

FDTI: Fine-Grained Deep Traffic Inference with Roadnet-Enriched Graph. - Zhanyu Liu; Chumeng Liang; Guanjie Zheng; Hua Wei 001 (ECML/PKDD (7), 2023)

Few-Shot Table-to-Text Generation with Prompt-based Adapter. - Zhixin Guo; Mingxuan Yan; Jiexing Qi; Jianping Zhou 004; Ziwei He; Zhouhan Lin; Guanjie Zheng; Xinbing Wang (CoRR, 2023)

MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation. - Jianping Zhou 004; Junhao Li; Guanjie Zheng; Xinbing Wang; Chenghu Zhou (CIKM, 2024)

New Teaching Philosophy of Theoretical Computer Science Courses in AI Era Data Structure as an Example. - Guanjie Zheng; Yiheng Wang; Ziyang Su; Yong Yu (COCOON (3), 2024)

POI-Based Traffic Generation via Supervised Contrastive Learning on Reconstructed Graph. - Ziyang Su; Zhanyu Liu; Jianrong Ding; Guanjie Zheng (DASFAA (1), 2024)

Towards Controlled Table-to-Text Generation with Scientific Reasoning. - Zhixin Guo; Jianping Zhou 004; Jiexing Qi; Mingxuan Yan; Ziwei He; Guanjie Zheng; Zhouhan Lin; Xinbing Wang; Chenghu Zhou (ICASSP, 2024)

Dataset Condensation for Time Series Classification via Dual Domain Matching. - Zhanyu Liu; Ke Hao; Guanjie Zheng; Yanwei Yu (KDD, 2024)

Graph Data Condensation via Self-expressive Graph Structure Reconstruction. - Zhanyu Liu; Chaolv Zeng; Guanjie Zheng (KDD, 2024)

CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting. - Jianrong Ding; Zhanyu Liu; Guanjie Zheng; Haiming Jin; Linghe Kong (NeurIPS, 2024)

UrbanDataLayer: A Unified Data Pipeline for Urban Science. - Yiheng Wang; Tianyu Wang; YuYing Zhang; Hongji Zhang; Haoyu Zheng; Guanjie Zheng; Linghe Kong (NeurIPS, 2024)

Frequency Enhanced Pre-training for Cross-City Few-shot Traffic Forecasting. - Zhanyu Liu; Jianrong Ding; Guanjie Zheng (ECML/PKDD (2), 2024)

AceMap: Knowledge Discovery through Academic Graph. - Xinbing Wang; Luoyi Fu; Xiaoying Gan; Ying Wen 001; Guanjie Zheng; Jiaxin Ding 001; Liyao Xiang; Nanyang Ye 001; Meng Jin 002; Shiyu Liang; Bin Lu 005; Haiwen Wang; et al. (CoRR, 2024)

Dual-Channel Multiplex Graph Neural Networks for Recommendation. - Xiang Li 111; Chaofan Fu; Zhongying Zhao 001; Guanjie Zheng; Chao Huang 001; Junyu Dong; Yanwei Yu (CoRR, 2024)

Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method. - Zhixin Guo; Tao Wang; Chaoyang Wang; Jianping Zhou 004; Guanjie Zheng; Xinbing Wang; Chenghu Zhou (CoRR, 2024)

GeoViz: A Multi-View Visualization Platform for Spatio-temporal Knowledge Graph. - Jianping Zhou 004; Junhao Li; Guanjie Zheng; Yunqiang Zhu; Xinbing Wang; Chenghu Zhou (CoRR, 2024)

C-Mamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting. - Chaolv Zeng; Zhanyu Liu; Guanjie Zheng; Linghe Kong (CoRR, 2024)

What can LLM tell us about cities? - Zhuoheng Li; Yaochen Wang; Zhixue Song; Yuqi Huang; Rui Bao; Guanjie Zheng; Zhenhui Jessie Li (CoRR, 2024)

How Much Can Time-related Features Enhance Time Series Forecasting? - Chaolv Zeng; Yuan Tian; Guanjie Zheng; Yunjun Gao (CoRR, 2024)

GeoKnowledgeFusion: A Platform for Multimodal Data Compilation from Geoscience Literature. - Zhixin Guo; Chaoyang Wang; Jianping Zhou 004; Guanjie Zheng; Xinbing Wang; Chenghu Zhou (Remote. Sens., 2024)

UMGAD: Unsupervised Multiplex Graph Anomaly Detection. - Xiang Li 111; Jianpeng Qi; Zhongying Zhao 001; Guanjie Zheng; Lei Cao 004; Junyu Dong; Yanwei Yu (ICDE, 2025)

Multi-scale Traffic Pattern Bank for Cross-city Few-shot Traffic Forecasting. - Zhanyu Liu; Guanjie Zheng; Yanwei Yu (ACM Trans. Knowl. Discov. Data, 2025)

AMM: Adaptive Modularized Reinforcement Model for Multi-city Traffic Signal Control. - Zherui Huang; Yicheng Liu; Chumeng Liang; Guanjie Zheng (CoRR, 2025)

Safety-Critical Traffic Simulation with Adversarial Transfer of Driving Intentions. - Zherui Huang; Xing Gao; Guanjie Zheng; Licheng Wen; Xuemeng Yang; Xiao Sun (CoRR, 2025)

Scientists' First Exam: Probing Cognitive Abilities of MLLM via Perception, Understanding, and Reasoning. - Yuhao Zhou; Yiheng Wang; Xuming He; Ruoyao Xiao; Zhiwei Li; Qiantai Feng; Zijie Guo; Yuejin Yang; Hao Wu; Wenxuan Huang 001; Jiaqi Wei; Dan Si; et al. (CoRR, 2025)

MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data. - Jianping Zhou 004; Bin Lu 005; Zhanyu Liu; Siyu Pan; Xuejun Feng; Hua Wei 001; Guanjie Zheng; Xinbing Wang; Chenghu Zhou (ACM Trans. Knowl. Discov. Data, 2025)