Method

Qualitative Results

Environment Setup

# TODO: add installation instructions

Data Preparation

# TODO: describe how to download / preprocess the training and evaluation data

Training

bash examples/train_iVGR_qwen2_5_VL.sh

Evaluation

# TODO: add evaluation commands

Acknowledgements

TODO: list the projects / codebases this work builds on (e.g., verl, Qwen2.5-VL, TreeVGR, ...).

BibTeX

@inproceedings{zhang2026ivgr,
  title     = {iVGR: Internalizing Visually Grounded Reasoning for MLLMs with Reinforcement Learning},
  author    = {Zhang, Chang-Bin and Zhong, Yujie and Zhang, Qiang and Han, Kai},
  booktitle = {International Conference on Machine Learning (ICML)},
  year      = {2026}
}