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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Contact Makes It Multimodal: Learning Probabilistic Skill Effects from Partial Point Clouds
Siyeon Kim, Mohanraj D. Shanthi*, Joseph C. Liechty*, Tucker Hermans.
Under Review, 2026.
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DiffDef: a Diffusion Model for Generating Multimodal Goal Shapes From Demonstrations for Deformable Object Manipulation
Bao Thach, Tanner Watts, Siyeon Kim,
Britton Jordan, Mohanraj D. Shanthi, Tanner Watts, Shing-Hei Ho, James M. Ferguson, Tucker Hermans, Alan Kuntz.
IEEE International Conference on Robotics and Automation (ICRA), 2026.
paper
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Learning Multimodal Probabilistic Models of Manipulation Skill Effects
Siyeon Kim, Mohanraj D. Shanthi*, Yixuan Huang*, Tucker Hermans.
ArXiv preprint, 2025.
CoRL Workshop on Learning to Simulate Robot Worlds (LSRW), 2025.
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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