CITATION.md

Citation

If you use the Logistics Shipment RL Environment in your research or published work, please cite it as follows:

BibTeX

@misc{logistics_shipment_rl_2026,
  title        = {Logistics Shipment RL: A Multi-Turn Crisis Management Benchmark for LLM Agents},
  author       = {Team Misai},
  year         = {2026},
  url          = {https://huggingface.co/spaces/Leavin1611/logistics-hackathon-env},
  note         = {Meta PyTorch OpenEnv Hackathon 2026 submission.
                  Environment available at \url{https://github.com/leavin1611/Leavin1611-logistics-hackathon-env}},
  howpublished = {Hugging Face Spaces (Docker)},
}

APA Format

Team Misai. (2026). Logistics Shipment RL: A Multi-Turn Crisis Management Benchmark for LLM Agents. Meta PyTorch OpenEnv Hackathon. Retrieved from https://huggingface.co/spaces/Leavin1611/logistics-hackathon-env

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Related Work

This environment is built on top of the OpenEnv framework by Meta PyTorch.

If you use OpenEnv, also cite:

@misc{openenv2026,
  title        = {OpenEnv: A Unified Framework for LLM Reinforcement Learning Environments},
  author       = {Meta PyTorch Team},
  year         = {2026},
  url          = {https://github.com/meta-pytorch/OpenEnv},
}