Eugene Vinitsky

  • Assistant Professor

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Eugene Vinitsky

My research goal is to see complex, human-like behavior emerge from unsupervised interaction between groups of learning agents with an applications focus on enabling autonomous vehicles to operate in rich scenarios. Concretely this leads to a lot of questions:

  • How can we use RL to design models of human agents?
  • How can we ensure that RL-designed agents are human-compatible?
  • How can we synthesize environments that push and test the capabilities of our agents?
  • What algorithmic advances and software tools are needed to address these questions?

In practice this means working on understanding how to push the state of the art in multi-agent RL algorithms, designing new data-driven simulators, and trying to deploy simulator-designed controllers into real-world systems.

Research Interests: Reinforcement Learning, Autonomous Vehicles, Traffic Control