Research
I'm Interested in the intersection of Robotics and Machine Learning, specifically focusing on Robot Learning, Robot Manipulation, Task-and-Motion Planning (TAMP).
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Learning Multimodal Probabilistic Models of Manipulation Skill Effects
Siyeon Kim, Mohanraj D. Shanthi*, Yixuan Huang*, and Tucker Hermans.
ArXiv preprint, 2025.
CoRL Workshop on Learning to Simulate Robot Worlds (LSRW), 2025.
paper
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DefFusionNet: Learning Multimodal Goal Shapes for Deformable Object Manipulation via a Diffusion-based Probabilistic Model
Bao Thach, Siyeon Kim,
Britton Jordan,Mohanraj Shanthi, Tanner Watts, Shing-Hei Ho, James M. Ferguson, Tucker Hermans, Alan Kuntz.
arxiv preprint, 2025. (unver review)
paper
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Synthesizing the Roughness of Textured Surfaces for an Encountered-type Haptic Display using Spatiotemporal Encoding
Yaesol Kim, Siyeon Kim, Uran Oh, Young J. Kim.
IEEE Transactions on Haptics (ToH), 2020.
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