Publications

  • Optimizing Resource-Constrained Non-Pharmaceutical Interventions in Multi-Cluster Outbreak Control Using Hierarchical Reinforcement Learning
    X. Peng, A. Perrault.
    Under Review, 2026.
  • Using Reinforcement Learning for Multi-Objective Cluster-Level Optimization of Non-Pharmaceutical Interventions for Infectious Disease
    X. Peng, J. Xu, X. Chen, D. S. A. Nguyen, A. Perrault.
    Machine Learning for Health (ML4H), 2023, pp. 445-460. [PDF]
  • Using Reinforcement Learning for Multi-Objective Cluster-Level NPI Optimization
    X. Peng, J. Xu, X. Chen, D. S. A. Nguyen, A. Perrault.
    EpiDAMIK 6.0: The 6th International Workshop on Epidemiology meets Data and Knowledge, 2023. [PDF]
  • Multi-Objective Multi-Cluster Optimization of Non-Pharmaceutical Interventions for Infectious Disease With Resource Constraints
    X. Peng, Y. Mao, X. Chen, D. S. A. Nguyen, A. Perrault.
    The 5th International Workshop on Autonomous Agents for Social Good (AASG), 2024.
  • A Drug Similarity-Based Bayesian Method for Early Adverse Drug Event Detection
    Y. Shi, Y. Yang, R. Liu, A. Sun, X. Peng, L. Li, P. Zhang, P. Zhang.
    Drug Safety, 2025.
  • Using multiple drug similarity networks to promote adverse drug event detection
    B. Padhi, R. Liu, Y. Yang, X. Peng, L. Li, P. Zhang, P. Zhang.
    Heliyon, 2024.
  • An Early Adverse Drug Event Detection Approach with False Discovery Rate Control
    Y. Shi, X. Peng, R. Liu, A. Sun, Y. Yang, P. Zhang, P. Zhang.
    medRxiv, 2023.
  • An efficient quantitative approach for optimizing convolutional neural networks
    Y. Wang, B. Feng, X. Peng, Y. Ding.
    Proceedings of the 30th ACM International Conference on Information and Knowledge Management (CIKM), 2021. [PDF]
  • SGQuant: Squeezing the last bit on graph neural networks with specialized quantization
    B. Feng, Y. Wang, X. Li, S. Yang, X. Peng, Y. Ding.
    IEEE 32nd International Conference on Tools with Artificial Intelligence (ICTAI), 2020. [PDF]
  • Unsupervised multi-discriminator generative adversarial network for lung nodule malignancy classification
    Y. Kuang, T. Lan, X. Peng, G. E. Selasi, Q. Liu, J. Zhang.
    IEEE Access, 2020. [PDF]

Talks

  • Lightning Talks: Using Reinforcement Learning for Multi-Objective Cluster-Level Optimization of Non-Pharmaceutical Interventions for Infectious Disease. ML4H, 2023.