PPaperPicks

Xiaowei Jia

31 papers at tracked venues · 18 at CORE A* · active 2024–2026

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Venues

AAAI ×10SDM ×6ICDM ×4NeurIPS ×3SIGKDD ×2ACL ×1CHI ×1ICCV ×1IJCAI ×1IROS ×1PPSN ×1

Frequent coauthors

Yiqun Xie
×21
Runlong Yu
×9
Zhihao Wang
×5
Zhili Li
×5
Chonghao Qiu
×5
Yanhua Li
×5
Robert Ladwig
×4
Paul C. Hanson
×4
Erhu He
×4
Ruohan Li
×3
Lei Ma
×3
George C. Hurtt
×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. Knowledge-Guided Machine Learning: A Paradigm Shift in AI for Science
    AAAI 2026 ·
    Anuj Karpatne
    , Xiaowei Jia,
    Vipin Kumar
  4. Physics-enhanced Neural Operator: An Application in Simulating Turbulent Transport
    SIGKDD 2026 ·
    Shengyu Chen
    ,
    Peyman Givi
    ,
    Can Zheng
    , Xiaowei Jia
  5. When to Explain: Modeling User Need for Explanations in Real-World Autonomous Driving
    CHI 2026 ·
    Shihong Ling
    ,
    Yaohan Ding
    ,
    Yu Liu
    ,
    Yue Wan
    , Xiaowei Jia,
    Na Du
  6. 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
  7. 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
  8. Compressed Diffusion: Pruning with Knowledge Distillation for Efficient Text-to-Image Generation
    ICCV 2025 ·
    Nasrin Kalanat
    ,
    Ohiremen Dibua
    ,
    Yan Kang
    ,
    Yifan Gong
    , Xiaowei Jia
  9. 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
  10. DriveBLIP2: Attention-Guided Explanation Generation for Complex Driving Scenarios
    IROS 2025 ·
    Shihong Ling
    ,
    Yue Wan
    , Xiaowei Jia,
    Na Du
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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
  16. Truth Without Comprehension: A Bluesky Agenda for Steering the Fourth Mathematical Crisis
    ICDM 2025 ·
    Runlong Yu
    , Xiaowei Jia
  17. Unveiling Confirmation Bias in Chain-of-Thought Reasoning
    ACL 2025 ·
    Yue Wan
    , Xiaowei Jia,
    Xiang Lorraine Li
  18. What We Talk About When We Talk About AI for Science
    SDM 2025 ·
    Runlong Yu
    ,
    Yiqun Xie
    , Xiaowei Jia
  19. 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
  20. Combining Satellite and Weather Data for Crop Type Mapping: An Inverse Modelling Approach
    SDM 2024 ·
    Praveen Ravirathinam
    ,
    Rahul Ghosh
    ,
    Ankush Khandelwal
    , Xiaowei Jia,
    David J. Mulla
    ,
    Vipin Kumar
  21. 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
  22. ExoTST: Exogenous-Aware Temporal Sequence Transformer for Time Series Prediction
    ICDM 2024 ·
    Kshitij Tayal
    ,
    Arvind Renganathan
    , Xiaowei Jia,
    Vipin Kumar
    ,
    Dan Lu
  23. 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
  24. 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
  25. 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
  26. 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
  27. 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
  28. 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
  29. 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
  30. Spatial-Temporal Augmented Adaptation via Cycle-Consistent Adversarial Network: An Application in Streamflow Prediction
    SDM 2024 ·
    Nasrin Kalanat
    ,
    Yiqun Xie
    ,
    Yanhua Li
    , Xiaowei Jia
  31. Transfer Learning Using Inaccurate Physics Rule for Streamflow Prediction
    IJCAI 2024 ·
    Tianshu Bao
    ,
    Taylor T. Johnson
    , Xiaowei Jia