Add model card and robotics metadata

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by nielsr HF Staff - opened
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  1. README.md +54 -0
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+ ---
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+ pipeline_tag: robotics
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+ library_name: lerobot
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+ tags:
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+ - vla
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+ - smolvla
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+ - vgas
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+ - vision-language-action
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+ ---
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+
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+ # VGAS: Value-Guided Action-Chunk Selection
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+
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+ This repository contains a Vision-Language-Action (VLA) policy based on the **VGAS** framework, as presented in the paper [VGAS: Value-Guided Action-Chunk Selection for Few-Shot Vision-Language-Action Adaptation](https://huggingface.co/papers/2602.07399).
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+
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+ VGAS (Value-Guided Action-chunk Selection) is a framework designed for few-shot VLA adaptation. It uses a generation-selection approach, employing a finetuned VLA as a high-recall proposal generator and a **Q-Chunk-Former** critic to identify action chunks that are both semantically faithful and geometrically precise during inference.
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+
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+ ## Resources
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+ - **Paper:** [VGAS: Value-Guided Action-Chunk Selection for Few-Shot Vision-Language-Action Adaptation](https://huggingface.co/papers/2602.07399)
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+ - **Code:** [GitHub Repository](https://github.com/Jyugo-15/VGAS)
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+
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+ ## Usage
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+
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+ This model is compatible with the [LeRobot](https://github.com/huggingface/lerobot) ecosystem. To evaluate the policy using the scripts provided in the official repository:
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+
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+ ### Evaluation (Behavior Cloning - No Critic)
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+ ```bash
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+ python scripts/eval_qc_bestofn.py \
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+ --env-task libero_goal \
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+ --policy-path SemyonXu616/my_smolvla \
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+ --no-use-best-of-n \
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+ --best-of-n 1
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+ ```
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+
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+ ### Evaluation (Best-of-N - Critic Guided)
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+ To perform inference-time selection as described in the paper, you will also need the critic checkpoint:
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+ ```bash
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+ python scripts/eval_qc_bestofn.py \
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+ --env-task libero_goal \
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+ --policy-path SemyonXu616/my_smolvla \
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+ --critic-state <CRITIC_CKPT> \
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+ --use-best-of-n \
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+ --best-of-n 8
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+ ```
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+
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+ ## Citation
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+ If you find this work useful, please cite:
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+ ```bibtex
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+ @article{vgas2025,
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+ title={VGAS: Value-Guided Action-Chunk Selection for Few-Shot Vision-Language-Action Adaptation},
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+ author={Jiuhai Chen and Jianwei Yang and Haiping Wu and Dianqi Li and Jianfeng Gao and Tianyi Zhou and Bin Xiao},
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+ journal={arXiv preprint arXiv:2602.07399},
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+ year={2025}
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+ }
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+ ```