Title
TTRL: Test-Time Reinforcement Learning Yuxin Zuo Kaiyan Zhang Li Sheng Li Sheng Xuekai Zhu ... Youbang Sun Zhiyuan Ma Lifan Yuan Ning Ding Bowen Zhou OffRL 336 24 0 22 Apr 2025
InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners Yuhang Liu Pengxiang Li C. Xie Xavier Hu Xiaotian Han Shengyu Zhang Hongxia Yang Fei Wu LLMAG LM&Ro LRM AI4CE 123 11 0 19 Apr 2025
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents Run Luo Lu Wang Wanwei He Xiaobo Xia LLMAG 122 31 0 14 Apr 2025
Understanding R1-Zero-Like Training: A Critical Perspective Zichen Liu Changyu Chen Wenjun Li Penghui Qi Tianyu Pang Chao Du Wee Sun Lee Min Lin OffRL LRM 188 137 0 26 Mar 2025
DAPO: An Open-Source LLM Reinforcement Learning System at Scale Qiying Yu Zheng Zhang Ruofei Zhu Yufeng Yuan Xiaochen Zuo ... Ya Zhang Lin Yan Mu Qiao Yonghui Wu Mingxuan Wang OffRL LRM 186 169 0 18 Mar 2025
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization Yi Yang Xiaoxuan He Hongkun Pan Xiyan Jiang Yan Deng ... Dacheng Yin Fengyun Rao Minfeng Zhu Bo Zhang Wei Chen VLM LRM 102 65 1 13 Mar 2025
Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning Huilin Deng Ding Zou Rui Ma Hongchen Luo Yang Cao Yu Kang LRM VLM 93 18 0 10 Mar 2025
LMM-R1: Empowering 3B LMMs with Strong Reasoning Abilities Through Two-Stage Rule-Based RL Yingzhe Peng Gongrui Zhang Miaosen Zhang Zhiyuan You Jie Liu Qipeng Zhu Kai Yang Xingzhong Xu Xin Geng Xu Yang LRM ReLM 164 67 0 10 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Wenxuan Huang Bohan Jia Zijie Zhai Shaosheng Cao Zheyu Ye Fei Zhao Zhe Xu Yao Hu Shaohui Lin MU OffRL LRM MLLM ReLM VLM 130 104 0 09 Mar 2025
R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model Hengguang Zhou Xirui Li Ruochen Wang Minhao Cheng Tianyi Zhou Cho-Jui Hsieh OffRL LRM ReLM 136 52 0 07 Mar 2025
Visual-RFT: Visual Reinforcement Fine-Tuning Ziyu Liu Zeyi Sun Yuhang Zang Xiaoyi Dong Yuhang Cao Haodong Duan Dahua Lin Jiaqi Wang ObjD VLM LRM 124 94 0 03 Mar 2025
OmniParser V2: Structured-Points-of-Thought for Unified Visual Text Parsing and Its Generality to Multimodal Large Language Models Wenwen Yu Zhibo Yang Jianqiang Wan Sibo Song J. Tang Wenqing Cheng Yunxing Liu Xiang Bai 91 5 0 22 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 284 528 0 20 Feb 2025
AutoGUI: Scaling GUI Grounding with Automatic Functionality Annotations from LLMs Hongxin Li Jingfan Chen Jingran Su Yuntao Chen Qing Li Zhaoxiang Zhang 402 1 0 04 Feb 2025
WebRL: Training LLM Web Agents via Self-Evolving Online Curriculum Reinforcement Learning Zehan Qi Xiao-Chang Liu Iat Long Iong Hanyu Lai Xingwu Sun ... Shuntian Yao Tianjie Zhang Wei Xu J. Tang Yuxiao Dong 146 35 0 28 Jan 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 367 1,643 0 22 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 238 272 0 22 Jan 2025
UI-TARS: Pioneering Automated GUI Interaction with Native Agents Yujia Qin Yining Ye Junjie Fang Han Wang Shihao Liang ... Haifeng Liu F. Lin Tao Peng Xin Liu Guang Shi LLMAG LM&Ro 92 54 0 21 Jan 2025
Aria-UI: Visual Grounding for GUI Instructions Yuhao Yang Yue Wang Dongxu Li Ziyang Luo Bei Chen Chenyu Huang Junnan Li LM&Ro LLMAG 148 30 0 20 Dec 2024
ShowUI: One Vision-Language-Action Model for GUI Visual Agent Kevin Qinghong Lin Linjie Li Difei Gao Zhiyong Yang Shiwei Wu Zechen Bai Weixian Lei Lijuan Wang Mike Zheng Shou LLMAG 112 29 0 26 Nov 2024
AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents Yifan Xu Xiao Liu Xingwu Sun Siyi Cheng Hao Yu Hanyu Lai Shudan Zhang Dan Zhang Jie Tang Yuxiao Dong LLMAG 64 14 0 31 Oct 2024
OS-ATLAS: A Foundation Action Model for Generalist GUI Agents Zhiyong Wu Zhenyu Wu Fangzhi Xu Yian Wang Qiushi Sun ... Kanzhi Cheng Zichen Ding Lixing Chen Paul Pu Liang Yu Qiao 74 66 0 30 Oct 2024
AutoGLM: Autonomous Foundation Agents for GUIs Xiao Liu Bo Qin Dongzhu Liang Guang Dong Hanyu Lai ... Yujia Wang Yongjun Xu Zehan Qi Yuxiao Dong Jie Tang LLMAG 91 18 0 28 Oct 2024
GPT-4o System Card OpenAI OpenAI : Aaron Hurst Adam Lerer Adam P. Goucher ... Yuchen He Yuchen Zhang Yujia Jin Yunxing Dai Yury Malkov MLLM 184 895 0 25 Oct 2024
Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents Boyu Gou Ruohan Wang Boyuan Zheng Yanan Xie Cheng Chang Yiheng Shu Huan Sun Yu Su LM&Ro LLMAG 175 89 0 07 Oct 2024
Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale Rogerio Bonatti Dan Zhao Francesco Bonacci Dillon Dupont Sara Abdali ... Justin Wagle K. Koishida A. Bucker Lawrence Jang Zack Hui LLMAG 78 41 0 12 Sep 2024
VisualAgentBench: Towards Large Multimodal Models as Visual Foundation Agents Xiao-Yang Liu Tianjie Zhang Yu Gu Iat Long Iong Yifan Xu ... Zhengxiao Du Chan Hee Song Yu Su Yuxiao Dong Jie Tang VLM LLMAG 90 35 0 12 Aug 2024
AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents Yuxiang Chai Siyuan Huang Yazhe Niu Han Xiao Liang Liu Dingyu Zhang Shuai Ren Hongsheng Li LLMAG 91 35 0 03 Jul 2024
CRAB: Cross-environment Agent Benchmark for Multimodal Language Model Agents Tianqi Xu Linyao Chen Dai-Jie Wu Yanjun Chen Zecheng Zhang ... Shilong Liu Bochen Qian Philip Torr Guohao Li Ge Li 96 19 0 01 Jul 2024
WebCanvas: Benchmarking Web Agents in Online Environments Yichen Pan Dehan Kong Sida Zhou Cheng Cui Yifei Leng ... Hangyu Liu Yanyi Shang Shuyan Zhou Tongshuang Wu Zhengyang Wu 93 39 0 18 Jun 2024
GUICourse: From General Vision Language Models to Versatile GUI Agents Wentong Chen Junbo Cui Jinyi Hu Yujia Qin Junjie Fang ... Yupeng Huo Yuan Yao Yankai Lin Zhiyuan Liu Maosong Sun LLMAG 82 41 0 17 Jun 2024
DigiRL: Training In-The-Wild Device-Control Agents with Autonomous Reinforcement Learning Hao Bai Yifei Zhou Mert Cemri Jiayi Pan Alane Suhr Sergey Levine Aviral Kumar OffRL 72 60 0 14 Jun 2024
GUI Odyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices Quanfeng Lu Wenqi Shao Zitao Liu Fanqing Meng Boxuan Li Botong Chen Siyuan Huang Kaipeng Zhang Yu Qiao Ping Luo 84 39 0 12 Jun 2024
AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents Christopher Rawles Sarah Clinckemaillie Yifan Chang Jonathan Waltz Gabrielle Lau ... Daniel Toyama Robert Berry Divya Tyamagundlu Timothy Lillicrap Oriana Riva LLMAG 113 67 0 23 May 2024
OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments Tianbao Xie Danyang Zhang Jixuan Chen Xiaochuan Li Siheng Zhao ... Shuyan Zhou Silvio Savarese Caiming Xiong Victor Zhong Tao Yu 94 161 0 11 Apr 2024
VisualWebBench: How Far Have Multimodal LLMs Evolved in Web Page Understanding and Grounding? Junpeng Liu Yifan Song Bill Yuchen Lin Wai Lam Graham Neubig Yuanzhi Li Xiang Yue VLM 108 48 0 09 Apr 2024
OmniParser: A Unified Framework for Text Spotting, Key Information Extraction and Table Recognition Jianqiang Wan Sibo Song Wenwen Yu Yuliang Liu Wenqing Cheng Fei Huang Xiang Bai Cong Yao Zhibo Yang 80 35 0 28 Mar 2024
Android in the Zoo: Chain-of-Action-Thought for GUI Agents Jiwen Zhang Jihao Wu Yihua Teng Minghui Liao Nuo Xu Xiao Xiao Zhongyu Wei Duyu Tang LLMAG LM&Ro 78 72 0 05 Mar 2024
OmniACT: A Dataset and Benchmark for Enabling Multimodal Generalist Autonomous Agents for Desktop and Web Raghav Kapoor Y. Butala M. Russak Jing Yu Koh Kiran Kamble Waseem Alshikh Ruslan Salakhutdinov LLMAG 96 55 0 27 Feb 2024
WebLINX: Real-World Website Navigation with Multi-Turn Dialogue Xing Han Lù Zdeněk Kasner Siva Reddy 78 72 0 08 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 120 1,107 0 05 Feb 2024
Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception Junyang Wang Haiyang Xu Jiabo Ye Mingshi Yan Weizhou Shen Ji Zhang Fei Huang Jitao Sang 106 125 0 29 Jan 2024
WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models Hongliang He Wenlin Yao Kaixin Ma Wenhao Yu Yong Dai Hongming Zhang Zhenzhong Lan Dong Yu LLMAG 100 142 0 25 Jan 2024
VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks Jing Yu Koh Robert Lo Lawrence Jang Vikram Duvvur Ming Chong Lim Po-Yu Huang Graham Neubig Shuyan Zhou Ruslan Salakhutdinov Daniel Fried 85 0 0 24 Jan 2024
SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents Kanzhi Cheng Qiushi Sun Yougang Chu Fangzhi Xu Yantao Li Jianbing Zhang Zhiyong Wu LLMAG 217 178 0 17 Jan 2024
GPT-4V(ision) is a Generalist Web Agent, if Grounded Boyuan Zheng Boyu Gou Jihyung Kil Huan Sun Yu-Chuan Su MLLM VLM LLMAG 97 252 0 03 Jan 2024
CogVLM: Visual Expert for Pretrained Language Models Weihan Wang Qingsong Lv Wenmeng Yu Wenyi Hong Ji Qi ... Bin Xu Juanzi Li Yuxiao Dong Ming Ding Jie Tang VLM MLLM 82 487 0 06 Nov 2023
AutoDroid: LLM-powered Task Automation in Android Hao Wen Yuanchun Li Guohong Liu Shanhui Zhao Tao Yu Toby Jia-Jun Li Shiqi Jiang Yunhao Liu Yaqin Zhang Yunxin Liu 77 94 0 29 Aug 2023
WebArena: A Realistic Web Environment for Building Autonomous Agents Shuyan Zhou Frank F. Xu Hao Zhu Xuhui Zhou Robert Lo ... Tianyue Ou Yonatan Bisk Daniel Fried Uri Alon Graham Neubig LLMAG 157 460 0 25 Jul 2023
Android in the Wild: A Large-Scale Dataset for Android Device Control Christopher Rawles Alice Li Daniel Rodriguez Oriana Riva Timothy Lillicrap LM&Ro 92 162 0 19 Jul 2023