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Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
AWM: Agent Workflow Memory
| Date | Stars |
|---|---|
| 2026-07-31 | 450 |
| 2026-08-06 | 450 |
Today
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growth rate 0.00%/day
<div align="center">
<h1>Agent Workflow Memory </h1>
<a href="https://arxiv.org/abs/2409.07429">
<img src="https://img.shields.io/badge/arXiv-2409.07429-b31b1b.svg" alt="arXiv">
</a>
<a href="https://img.shields.io/badge/PRs-Welcome-red">
<img src="https://img.shields.io/badge/PRs-Welcome-yellow" alt="PRs Welcome">
</a>
</div>
## Quickstart :boom:
To run AWM on WebArena under `webarena/`:
```bash
cd webarena
python pipeline.py --website "shopping" # choose one from ['shopping', 'shopping_admin', 'reddit', 'gitlab', 'map']
```
To run AWM on Mind2Web under `mind2web/`:
```bash
cd mind2web
python pipeline.py --setup "offline" # or "online"
```
Check `webarena/` and `mind2web/` folders for more detailed instructions about environment and data setups.
## What is Agent Workflow Memory? 🧠
Agent Workflow Memory (AWM) proposes to induce, integrate, and utilize workflows via an agent memory.
A workflow is usually a common sub-routine in solving tasks, with example-specific contexts being abstracted out.
<p align="center">
<a href="https://zorazrw/agent-workflow-memory/">
<img src="assets/teaser.jpg" width="60%" />
</a>
</p>
AWM can operate in both offline and online settings:
- *offline* (left): when additional (e.g., training) examples are available, agents induce workflows from ground-truth annotated examples
- *online* (right): without any auxiliary data, agents induce workflows from past experiences on the fly.
<p align="center">
<a href="https://zorazrw/agent-workflow-memory/">
<img src="assets/online-offline.jpg" width="90%" />
</a>
</p>
## How does AWM work? 📈
### On WebArena
We achieve the state-of-the-art result -- 35.6% success rate.
<p align="center">
<a href="https://zorazrw/agent-workflow-memory/">
<img src="assets/webarena-leaderboard.jpg" width="70%" />
</a>
</p>
Check the code in `./webarena/` directory.
### On Mind2Web
We also get the best scores among text-based agents. Particularly, AWM offline effectively generalizes across a wide range of tasks, websites, and domains.
<p align="center">
<a href="https://zorazrw/agent-workflow-memory/">
<img src="assets/mind2web-results.jpg" width="100%" />
</a>
</p>
Check the code in `./mind2web/` directory.
## Citation 📜
```bibtex
@inproceedings{awm2024wang,
title = {Agent Workflow Memory},
author = {Wang, Zhiruo anf Mao, Jiayuan, and Fried, Daniel and Neubig, Graham},
journal={arXiv preprint arXiv:2409.07429},
year = {2024},
}
```
Excerpt of 2,499 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:9c720250ea2a61f4, llm:Repository name and topics: 'agent-workflow-memory', topics include 'agent', 'generalization', 'web-navigation'; description: 'AWM: Agent Workflow Memory' — indicates research/tool for agent memory/workflow improvements for agents.
matched fp:9c720250ea2a61f4, llm:Repository name and topics: 'agent-workflow-memory', topics include 'agent', 'generalization', 'web-navigation'; description: 'AWM: Agent Workflow Memory' — indicates research/tool for agent memory/workflow improvements for agents.
matched fp:9c720250ea2a61f4, llm:Repository name and topics: 'agent-workflow-memory', topics include 'agent', 'generalization', 'web-navigation'; description: 'AWM: Agent Workflow Memory' — indicates research/tool for agent memory/workflow improvements for agents.