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     - 🔑 Key: [framework], [reinforcement learning], [skill discovery], [PAE]
     - 📖 TLDR: This paper introduces the Proposer-Agent-Evaluator (PAE) system, enabling foundation model agents to autonomously discover and practice skills in real-world web environments. PAE comprises a context-aware task proposer, an agent policy for task execution, and a vision-language model-based success evaluator. Validated on vision-based web navigation tasks, PAE significantly enhances zero-shot generalization capabilities of vision-language model Internet agents, achieving over 30% relative improvement on unseen tasks and websites, and surpassing state-of-the-art open-source agents by more than 10%.
 
+- [GUI Agents: A Survey](https://arxiv.org/pdf/2412.13501)
+    - Dang Nguyen, Jian Chen, Yu Wang, Gang Wu, Namyong Park, Zhengmian Hu, Hanjia Lyu, Junda Wu, Ryan Aponte, Yu Xia, Xintong Li, Jing Shi, Hongjie Chen, Viet Dac Lai, Zhouhang Xie, Sungchul Kim, Ruiyi Zhang, Tong Yu, Mehrab Tanjim, Nesreen K. Ahmed, Puneet Mathur, Seunghyun Yoon, Lina Yao, Branislav Kveton, Thien Huu Nguyen, Trung Bui, Tianyi Zhou, Ryan A. Rossi, Franck Dernoncourt
+    - 🏛️ Institutions: University of Maryland, SUNY Buffalo, Univ. of Oregon, Adobe Research, Meta AI, Univ. of Rochester, UC San Diego, Carnegie Mellon Univ., Dolby Labs, Intel AI Research, UNSW
+    - 📅 Date: December 18, 2024
+    - 📑 Publisher: arXiv
+    - 💻 Env: [GUI]
+    - 🔑 Key: [survey]
+    - 📖 TLDR: This survey provides a comprehensive overview of GUI agents powered by Large Foundation Models, detailing their benchmarks, evaluation metrics, architectures, and training methods. It introduces a unified framework outlining their perception, reasoning, planning, and acting capabilities, identifies open challenges, and discusses future research directions, serving as a resource for both practitioners and researchers in the field.
+
 - [The BrowserGym Ecosystem for Web Agent Research](https://arxiv.org/abs/2412.05467)
     - Thibault Le Sellier De Chezelles, Maxime Gasse, Alexandre Drouin, Massimo Caccia, Léo Boisvert, Megh Thakkar, Tom Marty, Rim Assouel, Sahar Omidi Shayegan, Lawrence Keunho Jang, Xing Han Lù, Ori Yoran, Dehan Kong, Frank F. Xu, Siva Reddy, Quentin Cappart, Graham Neubig, Ruslan Salakhutdinov, Nicolas Chapados, Alexandre Lacoste
     - 🏛️ Institutions: ServiceNow Research, Mila, Polytechnique Montréal , CMU, McGill University, Tel Aviv University, Université de Montréal, iMean AI