PPaperPicks

Yiqun Xie

25 papers at tracked venues · 15 at CORE A* · active 2024–2026

Venues

Frequent coauthors

Xiaowei Jia
×21
Runlong Yu
×8
Yanhua Li
×7
Zhihao Wang
×6
Zhili Li
×5
Chonghao Qiu
×5
Robert Ladwig
×4
Paul C. Hanson
×4
Erhu He
×4
Ruohan Li
×3
Gengchen Mai
×3
Lei Ma
×3

Papers

  1. EcoDiffusion: Uncertainty-Aware Emulation of Ecosystem Processes with Conditional Diffusion for Long Sequences with Single-Step Initialization
    AAAI 2026 ·
    Ruohan Li
    ,
    Zhihao Wang
    ,
    Xiaowei Jia
    ,
    Gengchen Mai
    ,
    Lei Ma
    ,
    George C. Hurtt
    ,
    Quan Shen
    ,
    Zhili Li
    , Yiqun Xie
  2. GREAT: Generalizable Representation Enhancement via Auxiliary Transformations for Zero-Shot Environmental Prediction
    AAAI 2026 ·
    Shiyuan Luo
    ,
    Chonghao Qiu
    ,
    Runlong Yu
    , Yiqun Xie,
    Xiaowei Jia
  3. X-MethaneWet: A Cross-scale Global Wetland Methane Emission Benchmark Dataset for Advancing Science Discovery with AI
    SIGKDD 2026 ·
    Yiming Sun
    ,
    Shuo Chen
    ,
    Shengyu Chen
    ,
    Chonghao Qiu
    ,
    Licheng Liu
    ,
    Youmi Oh
    ,
    Sparkle L. Malone
    ,
    Gavin McNicol
    ,
    Qianlai Zhuang
    ,
    Chris Smith
    , Yiqun Xie,
    Xiaowei Jia
  4. CarbonGlobe: A Global-Scale, Multi-Decade Dataset and Benchmark for Carbon Forecasting in Forest Ecosystems
    NeurIPS 2025 ·
    Zhihao Wang
    ,
    Lei Ma
    ,
    George C. Hurtt
    ,
    Xiaowei Jia
    ,
    Yanhua Li
    ,
    Ruohan Li
    ,
    Zhili Li
    ,
    Shuo Xu
    , Yiqun Xie
  5. Domain-Adaptive Continual Meta-Learning for Modeling Dynamical Systems: An Application in Environmental Ecosystems
    SDM 2025 ·
    Yiming Sun
    ,
    Runlong Yu
    ,
    Runxue Bao
    , Yiqun Xie,
    Ye Ye
    ,
    Xiaowei Jia
  6. Learning to Retrieve for Environmental Knowledge Discovery: An Augmentation-Adaptive Self-Supervised Learning Framework
    ICDM 2025 ·
    Shiyuan Luo
    ,
    Runlong Yu
    ,
    Chonghao Qiu
    ,
    Rahul Ghosh
    ,
    Robert Ladwig
    ,
    Paul C. Hanson
    , Yiqun Xie,
    Xiaowei Jia
  7. LocDiff: Identifying Locations on Earth by Diffusing in the Hilbert Space
    NeurIPS 2025 ·
    Zhangyu Wang
    ,
    Zeping Liu
    ,
    Jielu Zhang
    ,
    Zhongliang Zhou
    ,
    Qian Cao
    ,
    Nemin Wu
    ,
    Lan Mu
    ,
    Yang Song
    , Yiqun Xie,
    Ni Lao
    ,
    Gengchen Mai
  8. Multi-Scale Graph Learning for Anti-Sparse Downscaling
    AAAI 2025 ·
    Yingda Fan
    ,
    Runlong Yu
    ,
    Janet R. Barclay
    ,
    Alison P. Appling
    ,
    Yiming Sun
    , Yiqun Xie,
    Xiaowei Jia
  9. Multimodal Foundation Models as Router Models for High-Resolution Aerial Image Segmentation
    ICDM 2025 ·
    Cooper Li
    ,
    Zhihao Wang
    , Yiqun Xie
  10. Physics-Guided Fair Graph Sampling for Water Temperature Prediction in River Networks
    AAAI 2025 ·
    Erhu He
    ,
    Declan Kutscher
    , Yiqun Xie,
    Jacob Zwart
    ,
    Zhe Jiang
    ,
    Huaxiu Yao
    ,
    Xiaowei Jia
  11. Physics-Guided Foundation Model for Scientific Discovery: An Application to Aquatic Science
    AAAI 2025 ·
    Runlong Yu
    ,
    Chonghao Qiu
    ,
    Robert Ladwig
    ,
    Paul C. Hanson
    , Yiqun Xie,
    Xiaowei Jia
  12. TreeFinder: A US-Scale Benchmark Dataset for Individual Tree Mortality Monitoring Using High-Resolution Aerial Imagery
    NeurIPS 2025 ·
    Zhihao Wang
    ,
    Cooper Li
    ,
    Ruichen Wang
    ,
    Lei Ma
    ,
    George C. Hurtt
    ,
    Xiaowei Jia
    ,
    Gengchen Mai
    ,
    Zhili Li
    , Yiqun Xie
  13. What We Talk About When We Talk About AI for Science
    SDM 2025 ·
    Runlong Yu
    , Yiqun Xie,
    Xiaowei Jia
  14. Adaptive Process-Guided Learning: An Application in Predicting Lake DO Concentrations
    ICDM 2024 ·
    Runlong Yu
    ,
    Chonghao Qiu
    ,
    Robert Ladwig
    ,
    Paul C. Hanson
    , Yiqun Xie,
    Yanhua Li
    ,
    Xiaowei Jia
  15. Align Along Time and Space: A Graph Latent Diffusion Model for Traffic Dynamics Prediction
    ICDM 2024 ·
    Yuhang Liu
    ,
    Yingxue Zhang
    ,
    Xin Zhang
    ,
    Yu Yang
    , Yiqun Xie,
    Sahar Ghanipoor Machiani
    ,
    Yanhua Li
    ,
    Jun Luo
  16. Evolution-Based Feature Selection for Predicting Dissolved Oxygen Concentrations in Lakes
    PPSN 2024 ·
    Runlong Yu
    ,
    Robert Ladwig
    ,
    Xiang Xu
    ,
    Peijun Zhu
    ,
    Paul C. Hanson
    , Yiqun Xie,
    Xiaowei Jia
  17. Fair Graph Learning Using Constraint-Aware Priority Adjustment and Graph Masking in River Networks
    AAAI 2024 ·
    Erhu He
    , Yiqun Xie,
    Alexander Y. Sun
    ,
    Jacob Zwart
    ,
    Jie Yang
    ,
    Zhenong Jin
    ,
    Yang Wang
    ,
    Hassan A. Karimi
    ,
    Xiaowei Jia
  18. Knowledge Guided Machine Learning for Extracting, Preserving, and Adapting Physics-aware Features
    SDM 2024 ·
    Erhu He
    , Yiqun Xie,
    Licheng Liu
    ,
    Zhenong Jin
    ,
    Dajun Zhang
    ,
    Xiaowei Jia
  19. Only Attending What Matter within Trajectories - Memory-Efficient Trajectory Attention
    SDM 2024 ·
    Mingzhi Hu
    ,
    Xin Zhang
    ,
    Yanhua Li
    , Yiqun Xie,
    Xiaowei Jia
    ,
    Xun Zhou
    ,
    Jun Luo
  20. Referee-Meta-Learning for Fast Adaptation of Locational Fairness
    AAAI 2024 ·
    Weiye Chen
    , Yiqun Xie,
    Xiaowei Jia
    ,
    Erhu He
    ,
    Han Bao
    ,
    Bang An
    ,
    Xun Zhou
  21. SimFair: Physics-Guided Fairness-Aware Learning with Simulation Models
    AAAI 2024 ·
    Zhihao Wang
    , Yiqun Xie,
    Zhili Li
    ,
    Xiaowei Jia
    ,
    Zhe Jiang
    ,
    Aolin Jia
    ,
    Shuo Xu
  22. SolarCube: An Integrative Benchmark Dataset Harnessing Satellite and In-situ Observations for Large-scale Solar Energy Forecasting
    NeurIPS 2024 ·
    Ruohan Li
    , Yiqun Xie,
    Xiaowei Jia
    ,
    Dongdong Wang
    ,
    Yanhua Li
    ,
    Yingxue Zhang
    ,
    Zhihao Wang
    ,
    Zhili Li
  23. Spatial-Logic-Aware Weakly Supervised Learning for Flood Mapping on Earth Imagery
    AAAI 2024 ·
    Zelin Xu
    ,
    Tingsong Xiao
    ,
    Wenchong He
    ,
    Yu Wang
    ,
    Zhe Jiang
    ,
    Shigang Chen
    , Yiqun Xie,
    Xiaowei Jia
    ,
    Da Yan
    ,
    Yang Zhou
  24. Spatial-Temporal Augmented Adaptation via Cycle-Consistent Adversarial Network: An Application in Streamflow Prediction
    SDM 2024 ·
    Nasrin Kalanat
    , Yiqun Xie,
    Yanhua Li
    ,
    Xiaowei Jia
  25. Urban-Focused Multi-Task Offline Reinforcement Learning with Contrastive Data Sharing
    SIGKDD 2024 ·
    Xinbo Zhao
    ,
    Yingxue Zhang
    ,
    Xin Zhang
    ,
    Yu Yang
    , Yiqun Xie,
    Yanhua Li
    ,
    Jun Luo