🧭 Lost in Recovery: Demystifying Recovery Behavior of Computer-Use Agents via Goal-Oriented Action Replay

A Scalable Framework for Systematic analysis of recovery behavior in computer-use agents via goal-oriented action replay

---

📘 Overview

ReTRACE systematically analyzes the recovery behavior of computer-use agents by introducing Transition-Consistent Recovery and goal-oriented action replay, enabling reliable characterization of agents' ability to restore previous states after failures.

---

🚀 Setup & Usage

🚧 Code will be released soon.

📜 Citation

If you find our research useful, please cite our paper.

@misc{bang2026lostinrecovery,
      title={Lost in Recovery: Demystifying Recovery Behavior of Computer-Use Agents via Goal-Oriented Action Replay}, 
      author={Byeonghun Bang and Sangwoo Park and Jinheon Baek and Kangsan Kim and Youngwan Lee and Sung Ju Hwang},
      year={2026},
      eprint={2610.27954},
      archivePrefix={arXiv},
      primaryClass={cs.AI},
      url={https://arxiv.org/abs/2610.27954}, 
}