| 2024 | KDD | Unraveling Block Maxima Forecasting Models with Counterfactual Explanation. | Yue Deng, Asadullah Hill Galib, Pang-Ning Tan, Lifeng Luo |
| 2023 | ICDM | SimEXT: Self-supervised Representation Learning for Extreme Values in Time Series. | Asadullah Hill Galib, Pang-Ning Tan, Lifeng Luo |
| 2023 | IJCAI | Self-Recover: Forecasting Block Maxima in Time Series from Predictors with Disparate Temporal Coverage Using Self-Supervised Learning. | Asadullah Hill Galib, Andrew McDonald, Pang-Ning Tan, Lifeng Luo |
| 2022 | AAAI | DeepGPD: A Deep Learning Approach for Modeling Geospatio-Temporal Extreme Events. | Tyler Wilson, Pang-Ning Tan, Lifeng Luo |
| 2022 | IJCAI | DeepExtrema: A Deep Learning Approach for Forecasting Block Maxima in Time Series Data. | Asadullah Hill Galib, Andrew McDonald, Tyler Wilson, Lifeng Luo, Pang-Ning Tan |
| 2022 | IJCAI | COMET Flows: Towards Generative Modeling of Multivariate Extremes and Tail Dependence. | Andrew McDonald, Pang-Ning Tan, Lifeng Luo |
| 2022 | KDD | Beyond Point Prediction: Capturing Zero-Inflated & Heavy-Tailed Spatiotemporal Data with Deep Extreme Mixture Models. | Tyler Wilson, Andrew McDonald, Asadullah Hill Galib, Pang-Ning Tan, Lifeng Luo |
| 2020 | AAAI | OMuLeT: Online Multi-Lead Time Location Prediction for Hurricane Trajectory Forecasting. | Ding Wang, Boyang Liu, Pang-Ning Tan, Lifeng Luo |
| 2020 | SDM | Convolutional Methods for Predictive Modeling of Geospatial Data. | Tyler Wilson, Pang-Ning Tan, Lifeng Luo |
| 2019 | DSAA | Hierarchical LSTM Framework for Long-Term Sea Surface Temperature Forecasting. | Xi Liu, Tyler Wilson, Pang-Ning Tan, Lifeng Luo |
| 2018 | ICDM | Distribution Preserving Multi-task Regression for Spatio-Temporal Data. | Xi Liu, Pang-Ning Tan, Zubin Abraham, Lifeng Luo, Pouyan Hatami |
| 2018 | ICDM | A Low Rank Weighted Graph Convolutional Approach to Weather Prediction. | Tyler Wilson, Pang-Ning Tan, Lifeng Luo |
| 2018 | IJCAI | MUSCAT: Multi-Scale Spatio-Temporal Learning with Application to Climate Modeling. | Jianpeng Xu, Xi Liu, Tyler Wilson, Pang-Ning Tan, Pouyan Hatami, Lifeng Luo |
| 2016 | SDM | GSpartan: a Geospatio-Temporal Multi-task Learning Framework for Multi-location Prediction. | Jianpeng Xu, Pang-Ning Tan, Lifeng Luo, Jiayu Zhou |
| 2014 | ICDM | ORION: Online Regularized Multi-task Regression and Its Application to Ensemble Forecasting. | Jianpeng Xu, Pang-Ning Tan, Lifeng Luo |