Publications

Preprints

[Arxiv] Exploring Concept Subspace for Self-explainable Text-Attributed Graph Learning
Xiaoxue Han, Libo Zhang, Zining Zhu, Yue Ning

[Arxiv] UdonCare: Hierarchy Pruning for Unseen Domain Discovery in Predictive Healthcare
Pengfei Hu, Xiaoxue Han, Fei Wang, Yue Ning

Conferences

[EMNLP 2025, Findings] No Black Boxes: Interpretable and Interactable Predictive Healthcare with Knowledge-Enhanced Agentic Causal Discovery [Arxiv]
Xiaoxue Han, Pengfei Hu, Jun-En Ding, Chang Lu, Feng Liu, Yue Ning

[AISTATS, 2025] DeCaf: A Causal Decoupling Framework for OOD Generalization on Node Classification [Paper]
Xiaoxue Han, Huzefa Rangwala, Yue Ning

[NeurIPS, 2024] A Topology-aware Graph Coarsening Framework for Continual Graph Learning [Paper] [GitHub]
Xiaoxue Han, Zhuo Feng, Yue Ning

[ICDM, 2025] AdaTrip: Adaptive Graph on Transformer for Multi-Reservoir Inflow Prediction
Pengfei Hu, Ming Fan, Xiaoxue Han, Chang Lu, Wei Zhang, Hyun Kang, Yue Ning, Dan Lu

[IEEE BigData, 2024] MPLite: Multi-Aspect Pretraining for Mining Clinical Health Records [Paper]
Eric Yang, Pengfei Hu, Xiaoxue Han, Yue Ning
BigData’24 Workshop on Big Data and AI for Healthcare

[ICDM, 2022] Text-enhanced Multi-Granularity Temporal Graph Learning for Event Prediction [Paper] [GitHub]
Xiaoxue Han, Yue Ning

[IDETC, 2020] Autonomous Cricothyroid Membrane Detection Using Neural Networks for First-Aid Surgical Airway Management
Xiaoxue Han, Hailin Ren, Pinhas Ben-Tzvi

Journals

[Environmental Modelling & Software, 2026] AGFormer: Adaptive Spatiotemporal Graph Informed Transformer for Multi-Reservoir Inflow Forecasting
Ming Fan, Pengfei Hu, Xiaoxue Han, Wei Zhang, Hyun Kang, Yue Ning, Dan Lu

[Advances in Water Resources, 2025] A computationally efficient hybrid neural network architecture for porous media: Integrating CNNs and GNNs for improved property predictions [Arxiv]
Qingqi Zhao, Xiaoxue Han, Ruichang Guo, Cheng Chen

[Journal of Medical Devices, 2023] Autonomous Cricothyroid Membrane Detection and Manipulation Using Neural Networks and a Robot Arm for First-Aid Surgical Airway Management
Xiaoxue Han, Hailin Ren, Jingyuan Qi, Pinhas Ben-Tzvi