{"id":15116025,"url":"https://github.com/zorazrw/agent-workflow-memory","last_synced_at":"2025-04-12T23:33:14.710Z","repository":{"id":256680460,"uuid":"849046817","full_name":"zorazrw/agent-workflow-memory","owner":"zorazrw","description":"AWM: Agent Workflow Memory","archived":false,"fork":false,"pushed_at":"2025-01-31T16:06:52.000Z","size":1339,"stargazers_count":253,"open_issues_count":10,"forks_count":25,"subscribers_count":4,"default_branch":"main","last_synced_at":"2025-04-04T02:42:58.659Z","etag":null,"topics":["agent","generalization","web-navigation"],"latest_commit_sha":null,"homepage":"","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/zorazrw.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-08-28T22:02:57.000Z","updated_at":"2025-04-03T00:58:24.000Z","dependencies_parsed_at":"2024-09-12T12:15:40.462Z","dependency_job_id":"f19fbccf-5d53-4620-9636-795a82e5eab2","html_url":"https://github.com/zorazrw/agent-workflow-memory","commit_stats":null,"previous_names":["zorazrw/agent-workflow-memory"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zorazrw%2Fagent-workflow-memory","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zorazrw%2Fagent-workflow-memory/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zorazrw%2Fagent-workflow-memory/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/zorazrw%2Fagent-workflow-memory/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/zorazrw","download_url":"https://codeload.github.com/zorazrw/agent-workflow-memory/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248647259,"owners_count":21139081,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["agent","generalization","web-navigation"],"created_at":"2024-09-26T01:44:07.719Z","updated_at":"2025-04-12T23:33:14.686Z","avatar_url":"https://github.com/zorazrw.png","language":"Python","readme":"\u003cdiv align=\"center\"\u003e\n  \u003ch1\u003eAgent Workflow Memory \u003c/h1\u003e\n  \u003ca href=\"https://arxiv.org/abs/2409.07429\"\u003e\n    \u003cimg src=\"https://img.shields.io/badge/arXiv-2409.07429-b31b1b.svg\" alt=\"arXiv\"\u003e\n  \u003c/a\u003e\n  \u003ca href=\"https://img.shields.io/badge/PRs-Welcome-red\"\u003e\n    \u003cimg src=\"https://img.shields.io/badge/PRs-Welcome-yellow\" alt=\"PRs Welcome\"\u003e\n  \u003c/a\u003e\n\u003c/div\u003e\n\n## Quickstart :boom:\nTo run AWM on WebArena under `webarena/`: \n```bash\ncd webarena\npython pipeline.py --website \"shopping\" # choose one from ['shopping', 'shopping_admin', 'reddit', 'gitlab', 'map']\n```\n\nTo run AWM on Mind2Web under `mind2web/`:\n```bash\ncd mind2web\npython pipeline.py --setup \"offline\" # or \"online\"\n```\nCheck `webarena/` and `mind2web/` folders for more detailed instructions about environment and data setups.\n\n## What is Agent Workflow Memory? 🧠\nAgent Workflow Memory (AWM) proposes to induce, integrate, and utilize workflows via an agent memory.\nA workflow is usually a common sub-routine in solving tasks, with example-specific contexts being abstracted out.\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://zorazrw/agent-workflow-memory/\"\u003e\n    \u003cimg src=\"assets/teaser.jpg\" width=\"60%\" /\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\nAWM can operate in both offline and online settings:\n- *offline* (left): when additional (e.g., training) examples are available, agents induce workflows from ground-truth annotated examples\n- *online* (right): without any auxiliary data, agents induce workflows from past experiences on the fly.\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://zorazrw/agent-workflow-memory/\"\u003e\n    \u003cimg src=\"assets/online-offline.jpg\" width=\"90%\" /\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n## How does AWM work? 📈\n\n### On WebArena\nWe achieve the state-of-the-art result -- 35.6% success rate.\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://zorazrw/agent-workflow-memory/\"\u003e\n    \u003cimg src=\"assets/webarena-leaderboard.jpg\" width=\"70%\" /\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\nCheck the code in `./webarena/` directory.\n\n### On Mind2Web\n\nWe also get the best scores among text-based agents. Particularly, AWM offline effectively generalizes across a wide range of tasks, websites, and domains.\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"https://zorazrw/agent-workflow-memory/\"\u003e\n    \u003cimg src=\"assets/mind2web-results.jpg\" width=\"100%\" /\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\nCheck the code in `./mind2web/` directory.\n\n## Citation 📜 \n\n```bibtex\n@inproceedings{awm2024wang,\n  title = {Agent Workflow Memory},\n  author = {Wang, Zhiruo anf Mao, Jiayuan, and Fried, Daniel and Neubig, Graham},\n  journal={arXiv preprint arXiv:2409.07429},\n  year = {2024},\n}\n```\n","funding_links":[],"categories":["Python","Papers"],"sub_categories":["Frameworks \u0026 Models"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzorazrw%2Fagent-workflow-memory","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fzorazrw%2Fagent-workflow-memory","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fzorazrw%2Fagent-workflow-memory/lists"}