Truncated tensor Schatten p-norm based approach for spatiotemporal traffic data imputation with complicated missing patterns. - Tong Nie 001; Guoyang Qin; Jian Sun 010 (CoRR, 2022)

Correlating sparse sensing for network-wide traffic speed estimation: An integrated graph tensor-based kriging approach. - Tong Nie 001; Guoyang Qin; Yunpeng Wang; Jian Sun 010 (CoRR, 2022)

Towards better traffic volume estimation: Tackling both underdetermined and non-equilibrium problems via a correlation-adaptive graph convolution network. - Tong Nie 001; Guoyang Qin; Yunpeng Wang; Jian Sun 010 (CoRR, 2023)

Nexus sine qua non: Essentially Connected Networks for Traffic Forecasting. - Tong Nie 001; Guoyang Qin; Yunpeng Wang; Jian Sun 010 (CoRR, 2023)

Channel-Aware Low-Rank Adaptation in Time Series Forecasting. - Tong Nie 001; Yuewen Mei; Guoyang Qin; Jian Sun 010; Wei Ma (CIKM, 2024)

ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation. - Tong Nie 001; Guoyang Qin; Wei Ma; Yuewen Mei; Jian Sun 010 (KDD, 2024)

Spatiotemporal Implicit Neural Representation as a Generalized Traffic Data Learner. - Tong Nie 001; Guoyang Qin; Wei Ma; Jian Sun 010 (CoRR, 2024)

Generalizable Implicit Neural Representation As a Universal Spatiotemporal Traffic Data Learner. - Tong Nie 001; Guoyang Qin; Wei Ma; Jian Sun 010 (CoRR, 2024)

Joint Estimation and Prediction of City-wide Delivery Demand: A Large Language Model Empowered Graph-based Learning Approach. - Tong Nie 001; Junlin He; Yuewen Mei; Guoyang Qin; Guilong Li; Jian Sun 010; Wei Ma (CoRR, 2024)

Contextualizing MLP-Mixers Spatiotemporally for Urban Traffic Data Forecast at Scale. - Tong Nie 001; Guoyang Qin; Lijun Sun 001; Wei Ma; Yu Mei; Jian Sun 010 (IEEE Trans. Intell. Transp. Syst., 2025)

Generator-as-a-Matcher: Joint Optimization of Tracklet Matching and Gap Filling for Sparser mmWave Radar Placements on Smart Freeways. - Xinghao Su; Xuejian Chen; Guoyang Qin; Juyuan Yin; Jian Sun 010 (IEEE Trans. Intell. Transp. Syst., 2025)