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ARMAP: Scaling Autonomous Agents via Automatic Reward Modeling And Planning

[ Project Page | Paper | Model Weights]

teaser

This repository contains the official code for ARMAP: Scaling Autonomous Agents via Automatic Reward Modeling And Planning

Reward Model

Reward model training pipline is provided in the reward model directory.

Inference

After starting the reward model server, please refer to the eval folder for each task:

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Citation

If you use this work or find it helpful, please consider citing: (bibtex)

@misc{chen2025scalingautonomousagentsautomatic,
      title={Scaling Autonomous Agents via Automatic Reward Modeling And Planning}, 
      author={Zhenfang Chen and Delin Chen and Rui Sun and Wenjun Liu and Chuang Gan},
      year={2025},
      eprint={2502.12130},
      archivePrefix={arXiv},
      primaryClass={cs.AI},
      url={https://arxiv.org/abs/2502.12130}, 
}

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