FasterWAM / README.md
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---
license: mit
pretty_name: Faster-WAM Checkpoints
library_name: pytorch
tags:
- robotics
- robot-learning
- imitation-learning
- embodied-ai
- libero
- robotwin
---
# Faster-WAM Checkpoints
This repository provides the official checkpoints for **[Faster-WAM: Efficient Inference-Time Future Conditioning for Robust World Action Models](https://arxiv.org/pdf/2608.04404)**.
## Files
```text
libero/
β”œβ”€β”€ step_021700.pt
└── dataset_stats.json
robotwin/
β”œβ”€β”€ step_029355.pt
└── dataset_stats.json
```
- `libero/step_021700.pt`: checkpoint for LIBERO and LIBERO-Plus evaluation.
- `robotwin/step_029355.pt`: checkpoint for RoboTwin evaluation.
- `dataset_stats.json`: dataset statistics required by the corresponding evaluation pipeline.
## Links
- Code: [https://github.com/hustvl/FasterWAM](https://github.com/hustvl/FasterWAM)
- Paper: [https://arxiv.org/pdf/2608.04404](https://arxiv.org/pdf/2608.04404)
## Citation
```bibtex
@article{zhao2026faster,
title = {Faster-WAM: Efficient Inference-Time Future Conditioning for Robust World Action Models},
author = {Zhao, Weiheng and Jiang, Haoyi and Shi, Xin and Liu, Liu and Huang, Fan and Su, Zhizhong and Sui, Wei and Wang, Xinggang},
journal = {arXiv preprint arXiv:2608.04404},
year = {2026}
}
```