WebDreamer: Model-Based Planning for Web Agents

Code for our paper Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents. 🚧 🚧 Under Construction

Results

Strong performance on VisualWebArena and Mind2Web-live

Better efficiency than tree search with true interactions

Analysis on state representations and planning horizon

Structure of this repo

main: Different modules of WebDreamer that can be played with independently.

vwa: Code to reproduce our experiments on VisualWebArena.

mind2web-live: Code to reproduce our experiments on Mind2Web-live

Citation

@article{DBLP:journals/corr/abs-2411-06559,
  author    = {Yu Gu and Boyuan Zheng and Boyu Gou and Kai Zhang and Cheng Chang and Sanjari Srivastava and Yanan Xie and Peng Qi and Huan Sun and Yu Su},
  title     = {Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents},
  journal   = {CoRR},
  volume    = {abs/2411.06559},
  year      = {2024},
  url       = {https://arxiv.org/abs/2411.06559},
  eprinttype= {arXiv},
  eprint    = {2411.06559},
}