AI Agent

UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning

Haoming Wang, Haoyang Zou, Huatong Song, Jiazhan Feng, Junjie Fang, Junting Lu, Longxiang Liu, Qinyu Luo, Shihao Liang, Shijue Huang, Wanjun Zhong, Yining Ye, Yujia Qin, Yuwen Xiong, Yuxin Song, Zhiyong Wu, Aoyan Li, Bo Li, Chen Dun, Chong Liu, Daoguang Zan, Fuxing Leng, Hanbin Wang, Hao Yu, Haobin Chen, Hongyi Guo, Jing Su, Jingjia Huang, Kai Shen, Kaiyu Shi, Lin Yan, Peiyao Zhao, Pengfei Liu, Qinghao Ye, Renjie Zheng, Shulin Xin, Wayne Xin Zhao, Wen Heng, Wenhao Huang, Wenqian Wang, Xiaobo Qin, Yi Lin, Youbin Wu, Zehui Chen, Zihao Wang, Baoquan Zhong, Xinchun Zhang, Xujing Li, Yuanfan Li, Zhongkai Zhao, Chengquan Jiang, Faming Wu, Haotian Zhou, Jinlin Pang, Li Han, Qi Liu, Qianli Ma, Siyao Liu, Songhua Cai, Wenqi Fu, Xin Liu, Yaohui Wang, Zhi Zhang, Bo Zhou, Guoliang Li, Jiajun Shi, Jiale Yang, Jie Tang, Li Li, Qihua Han, Taoran Lu, Woyu Lin, Xiaokang Tong, Xinyao Li, Yichi Zhang, Yu Miao, Zhengxuan Jiang, Zili Li, Ziyuan Zhao, Chenxin Li, Dehua Ma, Feng Lin, Ge Zhang, Haihua Yang, Hangyu Guo, Hongda Zhu, Jiaheng Liu, Junda Du, Kai Cai, Kuanye Li, Lichen Yuan, Meilan Han, Minchao Wang, Shuyue Guo, Tianhao Cheng, Xiaobo Ma, Xiaojun Xiao, Xiaolong Huang, Xinjie Chen, Yidi Du, Yilin Chen, Yiwen Wang, Zhaojian Li, Zhenzhu Yang, Zhiyuan Zeng, Chaolin Jin, Chen Li, Hao Chen, Haoli Chen, Jian Chen, Qinghao Zhao, Guang Shi

机构 * ByteDance Seed（字节跳动种子） 纠错

专题命中 GUI与网页智能体 ：agent(title,abstract)；AI agent(abstract)；autonomous agent(abstract)；分类 cs.AI、cs.CL

Poison Once, Control Anywhere: Clean-Text Visual Backdoors in VLM-based Mobile Agents

Xuan Wang, Siyuan Liang, Zhe Liu, Yi Yu, Aishan Liu, Yuliang Lu, Xitong Gao, Ee-Chien Chang

专题命中 GUI与网页智能体 ：agent(abstract)；分类 cs.AI

Comments 10 pages

Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Xinbei Ma, Yiting Wang, Yao Yao, Tongxin Yuan, Aston Zhang, Zhuosheng Zhang, Hai Zhao

机构 * School of Computer Science（计算机学院） ； Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering（智能交互与认知工程重点实验室） ； Shanghai Jiao Tong University（上海交通大学） ； Shanghai Key Laboratory of Trusted Data Circulation and Governance in Web3（Web3可信数据流通与治理上海市重点实验室） ； GenAI, Meta（Meta GenAI） 纠错

专题命中 GUI与网页智能体 ：agent(abstract)；分类 cs.CL

Comments ACL 2025

COMMET: A System for Human-Induced Conflicts in Mobile Manipulation of Everyday Tasks

Dongping Li, Shaoting Peng, John Pohovey, Katherine Rose Driggs-Campbell

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Department of Electrical and Computer Engineering（电气与计算机工程系） ； ZJU-UIUC Institute（浙大-伊利诺伊大学联合学院） 纠错

专题命中 GUI与网页智能体 ：workflow(abstract)