UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Lu, Zhengxi, Chai, Yuxiang, Guo, Yaxuan, Yin, Xi, Liu, Liang, Wang, Hao, Xiao, Han, Ren, Shuai, Xiong, Guanjing, Li, Hongsheng |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LLM-Powered GUI Agents in Phone Automation: Surveying Progress and Prospects
by: Liu, Guangyi, et al.
Published: (2025)
by: Liu, Guangyi, et al.
Published: (2025)
UI-KOBE: Knowledge-Oriented Behavior Exploration for Lightweight Graph-Guided GUI Agents
by: Chai, Yuxiang, et al.
Published: (2026)
by: Chai, Yuxiang, et al.
Published: (2026)
UI-Mem: Self-Evolving Experience Memory for Online Reinforcement Learning in Mobile GUI Agents
by: Xiao, Han, et al.
Published: (2026)
by: Xiao, Han, et al.
Published: (2026)
AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents
by: Chai, Yuxiang, et al.
Published: (2024)
by: Chai, Yuxiang, et al.
Published: (2024)
PIRA-Bench: A Transition from Reactive GUI Agents to GUI-based Proactive Intent Recommendation Agents
by: Chai, Yuxiang, et al.
Published: (2026)
by: Chai, Yuxiang, et al.
Published: (2026)
UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents
by: Xiao, Han, et al.
Published: (2025)
by: Xiao, Han, et al.
Published: (2025)
MAS-Bench: A Unified Benchmark for Shortcut-Augmented Hybrid Mobile GUI Agents
by: Zhao, Pengxiang, et al.
Published: (2025)
by: Zhao, Pengxiang, et al.
Published: (2025)
MemGUI-Bench: Benchmarking Memory of Mobile GUI Agents in Dynamic Environments
by: Liu, Guangyi, et al.
Published: (2026)
by: Liu, Guangyi, et al.
Published: (2026)
UI-S1: Advancing GUI Automation via Semi-online Reinforcement Learning
by: Lu, Zhengxi, et al.
Published: (2025)
by: Lu, Zhengxi, et al.
Published: (2025)
A3: Android Agent Arena for Mobile GUI Agents with Essential-State Procedural Evaluation
by: Chai, Yuxiang, et al.
Published: (2025)
by: Chai, Yuxiang, et al.
Published: (2025)
UI-Zoomer: Uncertainty-Driven Adaptive Zoom-In for GUI Grounding
by: Tang, Fei, et al.
Published: (2026)
by: Tang, Fei, et al.
Published: (2026)
LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark
by: Liu, Guangyi, et al.
Published: (2025)
by: Liu, Guangyi, et al.
Published: (2025)
ShowUI: One Vision-Language-Action Model for GUI Visual Agent
by: Lin, Kevin Qinghong, et al.
Published: (2024)
by: Lin, Kevin Qinghong, et al.
Published: (2024)
ShowUI-Aloha: Human-Taught GUI Agent
by: Zhang, Yichun, et al.
Published: (2026)
by: Zhang, Yichun, et al.
Published: (2026)
UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning
by: Wang, Haoming, et al.
Published: (2025)
by: Wang, Haoming, et al.
Published: (2025)
UI-Copilot: Advancing Long-Horizon GUI Automation via Tool-Integrated Policy Optimization
by: Lu, Zhengxi, et al.
Published: (2026)
by: Lu, Zhengxi, et al.
Published: (2026)
UI-TARS: Pioneering Automated GUI Interaction with Native Agents
by: Qin, Yujia, et al.
Published: (2025)
by: Qin, Yujia, et al.
Published: (2025)
UI-Oceanus: Scaling GUI Agents with Synthetic Environmental Dynamics
by: Wu, Mengzhou, et al.
Published: (2026)
by: Wu, Mengzhou, et al.
Published: (2026)
GUI-CIDER: Mid-training GUI Agents via Causal Internalization and Density-aware Exemplar Reselection
by: Wu, Zheng, et al.
Published: (2026)
by: Wu, Zheng, et al.
Published: (2026)
UI-AGILE: Advancing GUI Agents with Effective Reinforcement Learning and Precise Inference-Time Grounding
by: Lian, Shuquan, et al.
Published: (2025)
by: Lian, Shuquan, et al.
Published: (2025)
AQuaUI: Visual Token Reduction for GUI Agents with Adaptive Quadtrees
by: Li, Yuankai, et al.
Published: (2026)
by: Li, Yuankai, et al.
Published: (2026)
BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent
by: Zhang, Shaojie, et al.
Published: (2025)
by: Zhang, Shaojie, et al.
Published: (2025)
SparkUI-Parser: Enhancing GUI Perception with Robust Grounding and Parsing
by: Jing, Hongyi, et al.
Published: (2025)
by: Jing, Hongyi, et al.
Published: (2025)
UI-Ins: Enhancing GUI Grounding with Multi-Perspective Instruction-as-Reasoning
by: Chen, Liangyu, et al.
Published: (2025)
by: Chen, Liangyu, et al.
Published: (2025)
LiteGUI: Distilling Compact GUI Agents with Reinforcement Learning
by: Wu, Yubin, et al.
Published: (2026)
by: Wu, Yubin, et al.
Published: (2026)
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents
by: Luo, Run, et al.
Published: (2025)
by: Luo, Run, et al.
Published: (2025)
Ferret-UI Lite: Lessons from Building Small On-Device GUI Agents
by: Yang, Zhen, et al.
Published: (2025)
by: Yang, Zhen, et al.
Published: (2025)
PAL-UI: Planning with Active Look-back for Vision-Based GUI Agents
by: Liu, Zikang, et al.
Published: (2025)
by: Liu, Zikang, et al.
Published: (2025)
MAI-UI Technical Report: Real-World Centric Foundation GUI Agents
by: Zhou, Hanzhang, et al.
Published: (2025)
by: Zhou, Hanzhang, et al.
Published: (2025)
GUI-ARP: Enhancing Grounding with Adaptive Region Perception for GUI Agents
by: Ye, Xianhang, et al.
Published: (2025)
by: Ye, Xianhang, et al.
Published: (2025)
Aria-UI: Visual Grounding for GUI Instructions
by: Yang, Yuhao, et al.
Published: (2024)
by: Yang, Yuhao, et al.
Published: (2024)
Android in the Zoo: Chain-of-Action-Thought for GUI Agents
by: Zhang, Jiwen, et al.
Published: (2024)
by: Zhang, Jiwen, et al.
Published: (2024)
UI Semantic Group Detection: Grouping UI Elements with Similar Semantics in Mobile Graphical User Interface
by: Xiao, Shuhong, et al.
Published: (2024)
by: Xiao, Shuhong, et al.
Published: (2024)
Mobile-Agent-v3: Fundamental Agents for GUI Automation
by: Ye, Jiabo, et al.
Published: (2025)
by: Ye, Jiabo, et al.
Published: (2025)
Test-Time Reinforcement Learning for GUI Grounding via Region Consistency
by: Du, Yong, et al.
Published: (2025)
by: Du, Yong, et al.
Published: (2025)
UI-Voyager: A Self-Evolving GUI Agent Learning via Failed Experience
by: Lin, Zichuan, et al.
Published: (2026)
by: Lin, Zichuan, et al.
Published: (2026)
CRAFT-GUI: Curriculum-Reinforced Agent For GUI Tasks
by: Nong, Songqin, et al.
Published: (2025)
by: Nong, Songqin, et al.
Published: (2025)
GUI-G1: Understanding R1-Zero-Like Training for Visual Grounding in GUI Agents
by: Zhou, Yuqi, et al.
Published: (2025)
by: Zhou, Yuqi, et al.
Published: (2025)
GUI-KV: Efficient GUI Agents via KV Cache with Spatio-Temporal Awareness
by: Huang, Kung-Hsiang, et al.
Published: (2025)
by: Huang, Kung-Hsiang, et al.
Published: (2025)
GUI-Shift: Enhancing VLM-Based GUI Agents through Self-supervised Reinforcement Learning
by: Gao, Longxi, et al.
Published: (2025)
by: Gao, Longxi, et al.
Published: (2025)
Similar Items
-
LLM-Powered GUI Agents in Phone Automation: Surveying Progress and Prospects
by: Liu, Guangyi, et al.
Published: (2025) -
UI-KOBE: Knowledge-Oriented Behavior Exploration for Lightweight Graph-Guided GUI Agents
by: Chai, Yuxiang, et al.
Published: (2026) -
UI-Mem: Self-Evolving Experience Memory for Online Reinforcement Learning in Mobile GUI Agents
by: Xiao, Han, et al.
Published: (2026) -
AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents
by: Chai, Yuxiang, et al.
Published: (2024) -
PIRA-Bench: A Transition from Reactive GUI Agents to GUI-based Proactive Intent Recommendation Agents
by: Chai, Yuxiang, et al.
Published: (2026)