Zewen Liu
Scholar

Zewen Liu

Google Scholar ID: 5e3SuMUAAAAJ
Emory University
Machine LearningGraph Neural NetworksEpidemic Modeling
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Citations & Impact
All-time
Citations
135
 
H-index
6
 
i10-index
3
 
Publications
11
 
Co-authors
6
list available
Contact
Emailzewen.liu@emory.eduCVOpen ↗GitHubOpen ↗
Publications
9 items
Exposing Vulnerabilities in Explanation for Time Series Classifiers via Dual-Target Attacks
2026
Cited
0
EpiQAL: Benchmarking Large Language Models in Epidemiological Question Answering for Enhanced Alignment and Reasoning
arXiv.org · 2026
Cited
0
Generalist vs Specialist Time Series Foundation Models: Investigating Potential Emergent Behaviors in Assessing Human Health Using PPG Signals
2025
Cited
0
Can Large Language Models Adequately Perform Symbolic Reasoning Over Time Series?
2025
Cited
0
Are We Overlooking the Dimensions? Learning Latent Hierarchical Channel Structure for High-Dimensional Time Series Forecasting
2025
Cited
0
Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks
2025
Cited
0
Higher-order Interaction Matters: Dynamic Hypergraph Neural Networks for Epidemic Modeling
2025
Cited
0
TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation
2025
Cited
0
Resume (English only)
Academic Achievements
  • [06/2025] Survey on graph differential equations accepted by KDD 2025
  • [05/2025] Paper 'Epidemiology-Aware Neural ODE with Continuous Disease Transmission Graph' accepted by ICML
  • [05/2025] Work on epidemic forecasting presented at SIAM International Conference on Data Mining (SDM25)
  • [06/2024] Survey on epidemic modeling accepted by KDD 2024
  • Developed Epilearn: A Python library for machine learning in epidemic modeling
  • Contributed to SymbolBench: A benchmark for symbolic expression discovery from time series with LLMs (to be released)
Co-authors
6 total
Wei Jin
Wei Jin
Assistant Professor, Emory University
Max SY Lau
Max SY Lau
Emory University
Guancheng Wan
Guancheng Wan
Computer Science, UCLA
B. Aditya Prakash
B. Aditya Prakash
Associate Professor, Georgia Institute of Technology
Juntong Ni
Juntong Ni
Emory University
Kai Guo
Kai Guo
Michigan State University