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IliaLarchenko/behavior_submission
behavior_submission is a robotics model from IliaLarchenko. Use it for the robotics task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
This repo contains model checkpoints of the 1st place solution of the 2025 BEHAVIOR challenge
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Updated Jun 20, 2026
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From the Hugging Face model README
This repo contains model checkpoints of the 1st place solution of the 2025 BEHAVIOR challenge
Refer to this repo to use the models.
Our tech report.
This model achieved ~26% final score on both Public and Private eval datasets.
The repo contains 4 checkpoints that are supposed to be used for different tasks:
| Checkpoint | Task Count | Task IDs |
|---|---|---|
| Checkpoint 1 | 20 tasks | 2, 3, 5, 6, 10, 11, 13, 14, 15, 19, 23, 24, 25, 28, 29, 34, 42, 44, 47, 48 |
| Checkpoint 2 | 16 tasks | 0, 1, 7, 8, 9, 12, 16, 17, 18, 20, 21, 22, 26, 30, 43, 45 |
| Checkpoint 3 | 13 tasks | 4, 27, 31, 32, 33, 35, 36, 37, 38, 39, 41, 46, 49 |
| Checkpoint 4 | 1 task | 40 |
If you find this work useful, please cite:
@misc{larchenko2025behavior,
title={Task adaptation of Vision-Language-Action model: 1st Place Solution for the 2025 BEHAVIOR Challenge},
author={Ilia Larchenko and Gleb Zarin and Akash Karnatak},
year={2025},
eprint={2512.06951},
archivePrefix={arXiv},
primaryClass={cs.RO},
url={https://arxiv.org/abs/2512.06951},
}