Title
Improved Sample Complexity for Full Coverage in Compact and Continuous Spaces Lyu Yuhuan 124 3 0 21 Nov 2025
DualTAP: A Dual-Task Adversarial Protector for Mobile MLLM Agents Fuyao Zhang Jiaming Zhang C. Wang Xiongtao Sun Yurong Hao Guowei Guan Wenjie Li Longtao Huang Wei Yang Bryan Lim AAML 140 0 0 17 Nov 2025
GUI-AIMA: Aligning Intrinsic Multimodal Attention with a Context Anchor for GUI Grounding Shijie Zhou Viet Dac Lai Hao Tan Jihyung Kil Wanrong Zhu Changyou Chen Ruiyi Zhang 118 1 0 02 Nov 2025
CORE: Reducing UI Exposure in Mobile Agents via Collaboration Between Cloud and Local LLMs Gucongcong Fan Chaoyue Niu Chengfei Lyu Fan Wu Guihai Chen 80 1 0 17 Oct 2025
Practical and Stealthy Touch-Guided Jailbreak Attacks on Deployed Mobile Vision-Language Agents Renhua Ding Xiao Yang Zhengwei Fang Jun Luo Kun He Jun Zhu AAML 230 0 0 09 Oct 2025
Training-Free Group Relative Policy Optimization Yuzheng Cai Siqi Cai Yuchen Shi Zihan Xu Lichao Chen ... Zongyi Li Haojia Lin Yong Mao Ke Li Xing Sun OffRL 147 1 0 09 Oct 2025
ReInAgent: A Context-Aware GUI Agent Enabling Human-in-the-Loop Mobile Task Navigation Haitao Jia Ming He Zimo Yin Likang Wu Jianping Fan Jitao Sang 68 0 0 09 Oct 2025
Say One Thing, Do Another? Diagnosing Reasoning-Execution Gaps in VLM-Powered Mobile-Use Agents Lingzhong Dong Ziqi Zhou Shuaibo Yang Haiyue Sheng Pengzhou Cheng Zongru Wu Zheng Wu Gongshen Liu Zhuosheng Zhang LRM 103 0 0 02 Oct 2025
PAL-UI: Planning with Active Look-back for Vision-Based GUI Agents Zikang Liu Junyi Li Wayne Xin Zhao Dawei Gao Yaliang Li Ji-Rong Wen LLMAG 98 2 0 01 Oct 2025
Agent-ScanKit: Unraveling Memory and Reasoning of Multimodal Agents via Sensitivity Perturbations Pengzhou Cheng Lingzhong Dong Zeng Wu Zongru Wu Zhuosheng Zhang Chengwei Qin Zhuosheng Zhang Gongshen Liu LLMAG 362 0 0 01 Oct 2025
Generalist Scanner Meets Specialist Locator: A Synergistic Coarse-to-Fine Framework for Robust GUI Grounding Zhecheng Li Guoxian Song Yiwei Wang Zhen Xiong Junsong Yuan Yujun Cai 73 2 0 29 Sep 2025
Secure and Efficient Access Control for Computer-Use Agents via Context Space Haochen Gong Chenxiao Li Rui Chang Wenbo Shen LLMAG 122 0 0 26 Sep 2025
GUI-ReWalk: Massive Data Generation for GUI Agent via Stochastic Exploration and Intent-Aware Reasoning Musen Lin M. Liu Taoran Lu L. Yuan Yiwei Liu Haonan Xu Yu Miao Yuhao Chao Ruoyao Xiao 116 0 0 19 Sep 2025
BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent Shaojie Zhang Ruoceng Zhang Pei Fu S. Wang Jiahui Yang ... Shiqi Cui Bin Qin Ying Huang Zhenbo Luo Jian Luan LLMAG MLLM 223 2 0 19 Sep 2025
Small Models, Big Results: Achieving Superior Intent Extraction through Decomposition Danielle Cohen Yoni Halpern Noam Kahlon Joel Oren Omri Berkovitch Sapir Caduri Ido Dagan Anatoly Efros 72 0 0 15 Sep 2025
Realistic Environmental Injection Attacks on GUI Agents Yitong Zhang Ximo Li L. Cai Jia Li LLMAG AAML 77 2 0 14 Sep 2025
Instruction Agent: Enhancing Agent with Expert Demonstration Yinheng Li Hailey Hultquist Justin Wagle K. Koishida LLMAG 49 0 0 08 Sep 2025
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning Haoming Wang Haoyang Zou Huatong Song J. Feng Junjie Fang ... Xianzheng Ma Xiaojun Xiao X. Y. Huang Xinjie Chen Yidi Du LLMAG 189 34 0 02 Sep 2025
A Multimodal GUI Architecture for Interfacing with LLM-Based Conversational Assistants Hans G.W. van Dam 115 0 0 31 Aug 2025
SWIRL: A Staged Workflow for Interleaved Reinforcement Learning in Mobile GUI Control Quanfeng Lu Zhantao Ma Shuai Zhong Jin Wang Dahai Yu Michael K. Ng Ping Luo 148 0 0 27 Aug 2025
Mobile-Agent-v3: Fundamental Agents for GUI Automation Jiabo Ye Xi Zhang Haiyang Xu Haowei Liu Junyang Wang ... Jitong Liao Qi Zheng Fei Huang Jingren Zhou Ming Yan LLMAG LM&Ro 224 28 0 21 Aug 2025
Cybernaut: Towards Reliable Web Automation Ankur Tomar Hengyue Liang Indranil Bhattacharya Natalia Larios Francesco Carbone 80 0 0 21 Aug 2025
UI-Venus Technical Report: Building High-performance UI Agents with RFT Zhangxuan Gu Zhengwen Zeng Zhenyu Xu Xingran Zhou Shuheng Shen ... Yuan Guo Yong Deng Zhenyu Guo Liang Chen Weiqiang Wang LLMAG LM&Ro 255 14 0 14 Aug 2025
Quick on the Uptake: Eliciting Implicit Intents from Human Demonstrations for Personalized Mobile-Use Agents Zheng Wu Heyuan Huang Y. Yang Yuanyi Song Xingyu Lou Weiwen Liu Weinan Zhang Jun Wang Zhuosheng Zhang 100 4 0 12 Aug 2025
OS Agents: A Survey on MLLM-based Agents for General Computing Devices Use Xueyu Hu Tao Xiong Biao Yi Zishu Wei Ruixuan Xiao ... Zhou Zhao Hongxia Yang Fan Wu Shengyu Zhang Fei Wu LLMAG LM&Ro AI4TS 166 28 0 06 Aug 2025
Uncertainty-Aware GUI Agent: Adaptive Perception through Component Recommendation and Human-in-the-Loop Refinement Chao Hao Shuai Wang Kaiwen Zhou 138 7 0 06 Aug 2025
NaviMaster: Learning a Unified Policy for GUI and Embodied Navigation Tasks Zhihao Luo Wentao Yan abd Jingyu Gong Min Wang Zhizhong Zhang Xuhong Wang Yuan Xie Xin Tan Xin Tan 134 4 0 04 Aug 2025
Evaluation and Benchmarking of LLM Agents: A Survey Mahmoud Mohammadi Yipeng Li Jane Lo Wendy Yip LLMAG ELM 172 24 0 29 Jul 2025
UI-AGILE: Advancing GUI Agents with Effective Reinforcement Learning and Precise Inference-Time Grounding Shuquan Lian Yuhang Wu Jia Ma Yifan Ding Zihan Song Bingqi Chen Xiawu Zheng Hui Li LLMAG 536 10 0 29 Jul 2025
Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study Yuqi Zhu Yi Zhong Jintian Zhang Ziheng Zhang Shuofei Qiao Yujie Luo Lun Du Da Zheng Ningyu Zhang Huajun Chen ELM 280 1 0 24 Jun 2025
LPO: Towards Accurate GUI Agent Interaction via Location Preference Optimization Jiaqi Tang Yu Xia Yi-Feng Wu Yuwei Hu Yuhui Chen ... Xiangyu Wu Hao Lu Yanqing Ma Shiyin Lu Qifeng Chen 249 8 0 11 Jun 2025
Atomic-to-Compositional Generalization for Mobile Agents with A New Benchmark and Scheduling System Yuan Guo Tingjia Miao Zheng Wu Pengzhou Cheng Ming Zhou Zhuosheng Zhang 150 6 0 10 Jun 2025
DeepShop: A Benchmark for Deep Research Shopping Agents Yougang Lyu Xiaoyu Zhang Lingyong Yan Maarten de Rijke Zhaochun Ren Xiuying Chen 265 12 0 03 Jun 2025
AgentCPM-GUI: Building Mobile-Use Agents with Reinforcement Fine-Tuning Zhong Zhang Yaxi Lu Yikun Fu Yupeng Huo Shenzhi Yang ... Chongyi Wang Chi Chen Yuan Yao Zhiyuan Liu Maosong Sun LLMAG ALM 263 16 0 02 Jun 2025
Robot Operation of Home Appliances by Reading User Manuals Jian Zhang Hanbo Zhang Anxing Xiao David Hsu LM&Ro 255 1 0 26 May 2025
TransBench: Breaking Barriers for Transferable Graphical User Interface Agents in Dynamic Digital EnvironmentsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Yuheng Lu Qian Yu Hongru Wang Zeming Liu Wei Su Yanping Liu Yuhang Guo Maocheng Liang Yunhong Wang Haifeng Wang LLMAG 411 1 0 23 May 2025
ReGUIDE: Data Efficient GUI Grounding via Spatial Reasoning and Search Hyunseok Lee Jeonghoon Kim Beomjun Kim Jihoon Tack Chansong Jo Jaehong Lee Cheonbok Park Sookyo In Jinwoo Shin Kang Min Yoo 328 5 0 21 May 2025
Hidden Ghost Hand: Unveiling Backdoor Vulnerabilities in MLLM-Powered Mobile GUI Agents Pengzhou Cheng Haowen Hu Zheng Wu Zongru Wu Tianjie Ju Zhuosheng Zhang Zhuosheng Zhang LLMAG AAML 339 5 0 20 May 2025
Mobile-Agent-V: A Video-Guided Approach for Effortless and Efficient Operational Knowledge Injection in Mobile Automation Junyang Wang Haiyang Xu Xi Zhang Ming Yan Ji Zhang Fei Huang Jitao Sang 393 0 0 20 May 2025
From Assistants to Adversaries: Exploring the Security Risks of Mobile LLM Agents Liangxuan Wu Chao Wang Tianming Liu Yanjie Zhao Haoyu Wang AAML 387 9 0 19 May 2025
Leveraging Vision-Language Models for Visual Grounding and Analysis of Automotive UI Benjamin Raphael Ernhofer Daniil Prokhorov Jannica Langner Dominik Bollmann 241 1 0 09 May 2025
TongUI: Internet-Scale Trajectories from Multimodal Web Tutorials for Generalized GUI Agents Bofei Zhang Zirui Shang Zhi Gao Wang Zhang Rui Xie Xiaojian Ma Tao Yuan Xinxiao Wu Song-Chun Zhu Qing Li LLMAG 308 21 0 17 Apr 2025
Towards Trustworthy GUI Agents: A Survey Yucheng Shi Wenhao Yu Wenlin Yao Wenhu Chen Ninghao Liu 209 16 0 30 Mar 2025
VeriSafe Agent: Safeguarding Mobile GUI Agent via Logic-based Action Verification Jungjae Lee Dongjae Lee Chihun Choi Youngmin Im Jaeyoung Wi Kihong Heo Sangeun Oh Sunjae Lee Insik Shin LLMAG 266 5 0 24 Mar 2025
Are AI Agents interacting with Online Ads? Andreas Stöckl Joel Nitu 376 2 0 20 Mar 2025
CHOP: Mobile Operating Assistant with Constrained High-frequency Optimized Subtask Planning Yuqi Zhou Shuai Wang Sunhao Dai Qinglin Jia Zhaocheng Du Zhenhua Dong Jun Xu LM&Ro 277 4 0 05 Mar 2025
VEM: Environment-Free Exploration for Training GUI Agent with Value Environment Model Jiani Zheng Lu Wang Fangkai Yang Chen Zhang Shansong Liu Wenjie Yin Qingwei Lin Dongmei Zhang Saravan Rajmohan Qi Zhang OffRL 246 13 0 26 Feb 2025
Beyond In-Distribution Success: Scaling Curves of CoT Granularity for Language Model Generalization Ru Wang Wei Huang Selena Song Haoyu Zhang Yusuke Iwasawa Y. Matsuo Jiaxian Guo OODD LRM 332 4 0 25 Feb 2025
Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks Zhenhailong Wang Haiyang Xu Junyang Wang Xi Zhang Ming Yan Junxuan Zhang Fei Huang Heng Ji 389 68 0 20 Jan 2025
SPA-Bench: A Comprehensive Benchmark for SmartPhone Agent EvaluationInternational Conference on Learning Representations (ICLR), 2024 Jingxuan Chen Derek Yuen Bin Xie Yue Yang Gongwei Chen ... Liqiang Nie Yasheng Wang Jianye Hao Jun Wang Youssef Attia El Hili LLMAG 358 41 0 19 Oct 2024