SimVLA: Zero-shot Sim-to-Real VLA Learning for Mobile Manipulation
Kyoungin Baik
Master Student · Yonsei University
Hello! I'm a first year master student at
Yonsei University, advised by Prof.Youngwoon Lee.
I'm interested in Reinforcement Learning and Robotics. My PhD goal is to bring humanoid robots into our homes to perform daily tasks like cooking and cleaning.
Publications
Experience
Visiting Researcher — Max Planck Institute for Demographic Research
Worked as a machine learning researcher on a project
analyzing Twitter data with large language models, alongside Dr. Jisu Kim.
Developed a framework for analyzing the demographic data of Twitter users combining LLMs with clustering methods.
Projects
VR Joystick Teleoperation for Isaac Lab with Meta Quest
VR-based robot teleoperation in NVIDIA Isaac Lab using a Meta Quest
(Oculus) headset. Supports dual-arm manipulation and mobile-base
movement.
Mathematical Optimization Theory Research
Studied optimization algorithms including Stein Variational Gradient
Descent (SVGD) and Model Predictive Path Integral (MPPI). Developed
a new method combining SVGD with the interior point method to improve
convergence rate and stability.
Metaverse Platform
Built a metaverse platform that lets users interact with one another,
using a proxy server and Python signaling to bridge Roblox and Discord.
Math
Intuitions behind math. Mostly on Reinforcement Learning (RL) but also
something else...