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National University of Singapore, Kent Ridge Campus, invites applications for a Research Engineer/Research Assistant to advance real2sim2real learning for dexterous manipulation.
The role involves designing simulation-based skill learning, integrating differentiable simulation, trajectory optimization, RL and imitation learning, and developing sim-to-real refinement with multimodal feedback to bridge the reality gap.
University-Level Unit: College of Design and Engineering
Faculty/Department-Level Unit: Electrical and Computer Engineering
Employee Category: Research Staff
Location: Kent Ridge Campus
Posted On: 22/10/2026
The research project focuses on developing real2sim2real learning and control methodologies for acquiring robust dexterous manipulation skills in complex, content-rich environments.
The research engineer is expected to contribute to the following key aspects:
a) Design simulation-based skill learning and optimization methods for contact-rich dexterous manipulation, integrating differentiable simulation, trajectory optimization, reinforcement learning, and/or imitation learning to efficiently acquire transferable manipulation policies under complex physical constraints and diverse task conditions.
b) Develop sim-to-real adaptation and closed-loop skill refinement approaches that leverage multimodal sensory feedback, including vision, tactile, and proprioceptive information, to bridge the simulation-to-reality gap and continuously improve manipulation performance in the real world.
Req ID: 34734
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