Mahmud, S., Shen, H., and Iyer, A. (2024, December). PACER: Accelerating Distributed GNN Training Using Communication-Efficient Partition Refinement and Caching. In Companion of the 20th International Conference on emerging Networking EXperiments and Technologies (CoNEXT). Los Angeles, California
Shubha, S. S., Mahmud, S., Shen, H., Fox, G. C., & Marathe, M. (2023, May). Accurate and Efficient Distributed COVID-19 Spread Prediction based on a Large-Scale Time-Varying People Mobility Graph. In 2023 IEEE International Parallel and Distributed Processing Symposium (IPDPS)
Mahmud, S., Shen, H., Foutz, Y. N. Z., & Anton, J. (2022, October). Reinforcement Learning Based Route And Stop Planning For Autonomous Vehicle Shuttle Service. In 2022 IEEE 19th International Conference on Mobile Ad Hoc and Smart Systems (MASS). IEEE.
Mahmud, S., Shen, H., Foutz, Y. N. Z., & Anton, J. (2022, December). ESEP: Data-Driven Emergency and Safe Evacuation Driving Path Planning During Natural Catastrophes. In 2022 IEEE International Conference on Big Data (Big Data) (pp. 1641-1650). IEEE.
Mahmud, S., Shen, H., Foutz, Y. N. Z., & Anton, J. (2021, December). A human mobility data driven hybrid GNN+ RNN based model for epidemic prediction. In 2021 IEEE International Conference on Big Data (Big Data). IEEE.
Shubha, S. S., Mahmud, S., & Shen, H. (2021, September). Challenges of distributed computing for pandemic spread prediction based on large-scale human interaction data. In 2021 IEEE 14th International Conference on Cloud Computing (CLOUD). IEEE.
Yan, L., Shen, H., Zhao, J., Xu, C., Luo, F., Qiu, C., ... & Mahmud, S. (2021). Catcharger: Deploying in-motion wireless chargers in a metropolitan road network via categorization and clustering of vehicle traffic. IEEE Internet of Things Journal, 9(12).
Yan, L., Mahmud, S., Shen, H., Foutz, N. Z., & Anton, J. (2020, November). MobiRescue: Reinforcement learning based rescue team dispatching in a flooding disaster. In 2020 IEEE 40th International Conference on Distributed Computing Systems (ICDCS) IEEE.
Yan, L., Mahmud, S., Shen, H., Foutz, N. Z., Brown, D. E., Yusuf, W., ... & Anton, J. (2019, July). MobiAmbulance: Optimal scheduling of emergency vehicles in catastrophic situations. In 2019 28th International Conference on Computer Communication and Networks (ICCCN) IEEE.