Reinforcement/Imitation Learning for Robotic Assembly

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Reinforcement/Imitation Learning for Robotic Assembly

Department: OR – Optimization and Intelligent Robotics

MERL is looking for a highly motivated individual to work on learning algorithms for generalist robotic manipulation agent. In this internship we will be working on complex, assembly tasks. The research will develop novel learning-based algorithms for assembly tasks such as tight-tolerance insertion. The ideal candidate should have experience in either one or multiple of the following topics: Deep Reinforcement learning, Diffusion Models/Policies and Force Control for Manipulation. Senior PhD students in machine learning and engineering with a focus on Reinforcement/Imitation Learning and Manipulation are encouraged to apply. Prior experience working with physics engines like Mujoco, Isaac Gym, etc. is required. Prior experience working with physical robots as well vision and tactile sensors is required. The developed algorithm needs to be implemented on the real system. A successful internship will result in submission of results to peer-reviewed conference and journals. Good coding skills in Python and state-of-the-art RL environments (e.g., RL Bench) is required. The expected duration of internship is 3-4 months with expected start date in Sept 2025. This internship is preferred to be onsite at MERL.

Required Specific Experience

• Experience working with physical robot and sensors like cameras, tactile and F/T is a must.
• Prior experience with learning algorithms is a must.

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