Distributed Reinforcement Learning For Swarm Systems With Reward Machines. - Shayan Meshkat Alsadat; Nasim Baharisangari; Yash Paliwal; Zhe Xu 005 (ACC, 2024)

Distributed on-the-fly control of multi-agent systems with unknown dynamics: Using limited data to obtain near-optimal control. - Shayan Meshkat Alsadat; Nasim Baharisangari; Zhe Xu 005 (L4DC, 2024)

Using Large Language Models to Automate and Expedite Reinforcement Learning with Reward Machine. - Shayan Meshkat Alsadat; Jean-Raphaël Gaglione; Daniel Neider; Ufuk Topcu; Zhe Xu 005 (CoRR, 2024)

Multi-Agent Reinforcement Learning in Non-Cooperative Stochastic Games Using Large Language Models. - Shayan Meshkat Alsadat; Zhe Xu 005 (IEEE Control. Syst. Lett., 2024)

Swarm-Level Task Learning via Generalized Moments in Reinforcement Learning With Reward Machines. - Shayan Meshkat Alsadat; Vivek Sunil Kulkarni; Zhe Xu 005 (IEEE Control. Syst. Lett., 2025)