Journal Publications

• [Games]  Physics-Informed Graph Neural Operator for Mean Field Games on Graph: A Scalable Learning Approach.
  Xu Chen, Shuo Liu, Sharon Di,
  in Games, 2024.
     

• [Mathematics]  Scalable Learning for Spatiotemporal Mean-Field Games using Physics-Informed Neural Operator.
  Shuo Liu, Xu Chen, Sharon Di,
  in Mathematics, 2024.
     

• [TSC]  SocialChain: Decoupling Social Data and Applications to Return Your Data Ownership.
  Ting Cai, Zicong Hong, Shuo Liu, Wuhui Chen, Zhen Zhang, Yang Yu,
  in IEEE Transactions on Services Computing, 2021.
   

• [JSA]  Privacy-Preserving Incentive Mechanism for Multi-Leader Multi-Follower IoT-Edge Computing Market: A Reinforcement Learning Approach.
  Huiying Xu, Xiaoyu Qiu, Weikun Zhang, Kang Liu, Shuo Liu, Wuhui Chen,
  in Journal of Systems Architecture, 2021.
   

Conference Proceedings

• [ECAI]  Learning Dual Mean-Field Games on Graphs.
  Xu Chen, Shuo Liu, Sharon Di,
  in 26th European Conference on Artificial Intelligence.
       

• [AAMAS]  A Hybrid Framework of Reinforcement Learning and Physics-Informed Deep Learning for Spatiotemporal Mean-Field Games.
  Xu Chen, Shuo Liu, Sharon Di,
  in 22nd International Conference on Autonomous Agents and Multiagent Systems.
       

• [ITSC]  SMART-eFlo: An Integrated SUMO-Gym Framework for Multi-Agent Reinforcement Learning in Electric Fleet Management Problem.
  Shuo Liu*, Yunhao Wang*, Xu Chen, Yongjie Fu, Sharon Di,
  in 25th IEEE International Conference on Intelligent Transportation Systems.
     

• [SciPy]  Boost-histogram: High-Performance Histograms as Objects.
  Henry Schreiner, Hans Dembinski, Shuo Liu, Jim Pivarski,
  in Proceedings of the 19th Python in Science Conference.
    _{1   2}      

• [ISPA]  Perishable Digital Goods Trading Mechanism for Blockchain-based Vehicular Network.
  Rui Xi, Kang Liu, Shuo Liu, Wuhui Chen, Shenghui Li,
  in 17th IEEE International Symposium on Parallel and Distributed Processing with Applications.
   

Workshops

• [AAAI]  Bridging Agent Dynamics and Population Behaviors: Mean-Field Games on Graph Scalable Learning via Neural Operators.
  Xu Chen, Shuo Liu, Sharon Di,
  in 38th Annual AAAI Conference on Artificial Intelligence Workshop Cooperative Multi-Agent Systems Decision-Making and Learning.
         

• [ICML]  Physics-Informed Neural Operator for Coupled Forward-Backward Partial Differential Equations.
  Xu Chen, Yongjie Fu, Shuo Liu, Sharon Di,
  in 40th International Conference on Machine Learning Workshop SynS and ML.