Nirav Madhani
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Nov 1, 2022

TrafficSwarm (Multi-Agent RL)

ML/DLAI AgentsReinforcement LearningSimulation

Challenges Solved

  • Decentralized Control: Implemented decentralized control policies for multi-intersection traffic management.
  • Coordination Challenges: Solved coordination challenges in larger grids using shared context RL (RLlib/PyTorch).

Signal

Reinforcement Learning / Multi-Agent Systems

Technical Depth

  • Multi-agent coordination via inter-agent communication.
  • Implemented policy optimization in a complex, multi-agent environment.
  • Leveraged RLlib for scalable reinforcement learning.

Media

TrafficSwarm demo

Links