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cheesss/README.md

Hyeonjun Cho

Undergraduate researcher in robot learning at Sungkyunkwan University.

I study learning-based manipulation under distribution shift, with an emphasis on imitation learning, vision-language planning, safety interventions, and recovery on real robot systems.

Research portfolioAcademic CVEmail

Selected research

Recovery-Aware LPB for RMP-Induced OOD States

Designed a recovery-aware policy bridge and evaluated it in 160 RB10 trials. The proposed method completed 146/160 trials (91.3%) in the reported intervention setting.

Project case studyPublic research code

Grounded Language-to-Motion Planning with Memory and Gripper Constraints

Integrated visual grounding, execution memory, and gripper-aware grasp selection. Success improved from 9/15 to 12/15 in the defined evaluation.

Project case studyResearch fork

LLM-Based Zero-Shot Trajectory Generation

Implemented structured waypoint generation, collision-aware validation, simulation experiments, and early RB10 integration.

Project case studyResearch fork

Research tools

Python 路 PyTorch 路 ROS 2 路 Diffusion Policy 路 Vision-Language Models 路 PyBullet 路 RB10

Current status

  • Recovery-aware LPB manuscript in preparation
  • Open to graduate research opportunities in robot learning and Physical AI

Pinned Loading

  1. ollama ollama Public

    Forked from ollama/ollama

    Get up and running with Kimi-K2.5, GLM-5, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.

    Go 2

  2. recovery-aware-lpb-rb10 recovery-aware-lpb-rb10 Public

    Recovery-aware policy bridge for RMP-induced OOD states on an RB10 manipulator.

    Python 1

  3. lattice-current lattice-current Public

    Independent research fork for real-time global intelligence, AI-assisted analysis, ontology graphs, historical replay, and backtesting.

    JavaScript 2