AI Agent

Enhance Exploration in Safe Reinforcement Learning with Contrastive Representation Learning

Duc Kien Doan, Bang Giang Le, Viet Cuong Ta

机构 * HMI Laboratory VNU University of Engineering and Technology（VNU工程技术大学HMI实验室） 纠错

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

Comments Accepted at ACIIDS 2025

Mission-driven Exploration for Accelerated Deep Reinforcement Learning with Temporal Logic Task Specifications

Jun Wang, Hosein Hasanbeig, Kaiyuan Tan, Zihe Sun, Yiannis Kantaros

机构 * Washington University in St. Louis（华盛顿大学圣路易斯分校） ； Microsoft Research（微软研究院） ； Vanderbilt University（范德比尔特大学） 纠错

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

WebLists: Extracting Structured Information From Complex Interactive Websites Using Executable LLM Agents

Arth Bohra, Manvel Saroyan, Danil Melkozerov, Vahe Karufanyan, Gabriel Maher, Pascal Weinberger, Artem Harutyunyan, Giovanni Campagna

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

Navigation World Models

Amir Bar, Gaoyue Zhou, Danny Tran, Trevor Darrell, Yann LeCun

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

Comments CVPR 2025. Project page: https://www.amirbar.net/nwm/

SkillWeaver: Web Agents can Self-Improve by Discovering and Honing Skills

Boyuan Zheng, Michael Y. Fatemi, Xiaolong Jin, Zora Zhiruo Wang, Apurva Gandhi, Yueqi Song, Yu Gu, Jayanth Srinivasa, Gaowen Liu, Graham Neubig, Yu Su

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

Large Language Models Empowered Personalized Web Agents

Hongru Cai, Yongqi Li, Wenjie Wang, Fengbin Zhu, Xiaoyu Shen, Wenjie Li, Tat-Seng Chua

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

Comments Accepted to WWW 2025. The code and data are available on the project website https://hongrucai.github.io/PersonalWAB/

GUI-World: A Video Benchmark and Dataset for Multimodal GUI-oriented Understanding

Dongping Chen, Yue Huang, Siyuan Wu, Jingyu Tang, Liuyi Chen, Yilin Bai, Zhigang He, Chenlong Wang, Huichi Zhou, Yiqiang Li, Tianshuo Zhou, Yue Yu, Chujie Gao, Qihui Zhang, Yi Gui, Zhen Li, Yao Wan, Pan Zhou, Jianfeng Gao, Lichao Sun

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

Comments Accepted by ICLR 2025

SafeSlice: Enabling SLA-Compliant O-RAN Slicing via Safe Deep Reinforcement Learning

Ahmad M. Nagib, Hatem Abou-Zeid, Hossam S. Hassanein

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

Comments This article has been accepted for presentation in the IEEE International Conference on Machine Learning for Communication and Networking (ICMLCN) 2025

Virtual Guidance as a Mid-level Representation for Navigation with Augmented Reality

Hsuan-Kung Yang, Tsung-Chih Chiang, Jou-Min Liu, Ting-Ru Liu, Chun-Wei Huang, Tsu-Ching Hsiao, Chun-Yi Lee

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

Comments Tsung-Chih Chiang, Jou-Min Liu, Ting-Ru Liu, and Chun-Wei Huang contributed equally to this work; This work has been submitted to the IEEE for possible publication

Grounding Video Models to Actions through Goal Conditioned Exploration

Yunhao Luo, Yilun Du

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

Comments ICLR 2025 (Spotlight). Project page: https://video-to-action.github.io/

FedMABench: Benchmarking Mobile Agents on Decentralized Heterogeneous User Data

Wenhao Wang, Zijie Yu, Rui Ye, Jianqing Zhang, Siheng Chen, Yanfeng Wang

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

NavRAG: Generating User Demand Instructions for Embodied Navigation through Retrieval-Augmented LLM

Zihan Wang, Yaohui Zhu, Gim Hee Lee, Yachun Fan

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

Closed-Loop Open-Vocabulary Mobile Manipulation with GPT-4V

Peiyuan Zhi, Zhiyuan Zhang, Yu Zhao, Muzhi Han, Zeyu Zhang, Zhitian Li, Ziyuan Jiao, Baoxiong Jia, Siyuan Huang

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

Comments 6 pages, Accepted at 2025 IEEE ICRA, website: https://come-robot.github.io/

Together We Rise: Optimizing Real-Time Multi-Robot Task Allocation using Coordinated Heterogeneous Plays

Aritra Pal, Anandsingh Chauhan, Mayank Baranwal

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

Comments Accepted to AAMAS 2025 (AAAI Track)

Uncertainty-Aware DRL for Autonomous Vehicle Crowd Navigation in Shared Space

Mahsa Golchoubian, Moojan Ghafurian, Kerstin Dautenhahn, Nasser Lashgarian Azad

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

Comments Accepted for publication in IEEE Transactions on Intelligent Vehicles

SoNIC: Safe Social Navigation with Adaptive Conformal Inference and Constrained Reinforcement Learning

Jianpeng Yao, Xiaopan Zhang, Yu Xia, Zejin Wang, Amit K. Roy-Chowdhury, Jiachen Li

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

Comments Project website: https://sonic-social-nav.github.io/; 16 pages

General Scene Adaptation for Vision-and-Language Navigation

Haodong Hong, Yanyuan Qiao, Sen Wang, Jiajun Liu, Qi Wu

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

Comments ICLR 2025

UI-TARS: Pioneering Automated GUI Interaction with Native Agents

Yujia Qin, Yining Ye, Junjie Fang, Haoming Wang, Shihao Liang, Shizuo Tian, Junda Zhang, Jiahao Li, Yunxin Li, Shijue Huang, Wanjun Zhong, Kuanye Li, Jiale Yang, Yu Miao, Woyu Lin, Longxiang Liu, Xu Jiang, Qianli Ma, Jingyu Li, Xiaojun Xiao, Kai Cai, Chuang Li, Yaowei Zheng, Chaolin Jin, Chen Li, Xiao Zhou, Minchao Wang, Haoli Chen, Zhaojian Li, Haihua Yang, Haifeng Liu, Feng Lin, Tao Peng, Xin Liu, Guang Shi

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

FLAME: Learning to Navigate with Multimodal LLM in Urban Environments

Yunzhe Xu, Yiyuan Pan, Zhe Liu, Hesheng Wang

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

Comments Accepted to AAAI 2025 (Oral)

Few-Shot Task Learning through Inverse Generative Modeling

Aviv Netanyahu, Yilun Du, Antonia Bronars, Jyothish Pari, Joshua Tenenbaum, Tianmin Shu, Pulkit Agrawal

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

Comments Added acknowledgment

Learning Dynamic Cognitive Map with Autonomous Navigation

Daria de Tinguy, Tim Verbelen, Bart Dhoedt

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

Comments under submission at Frontiers Computer Neuroscience

Journal ref Volume 18 - 2024

Learning to Navigate in Mazes with Novel Layouts using Abstract Top-down Maps

Linfeng Zhao, Lawson L. S. Wong

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

Comments Published at Reinforcement Learning Conference (RLC) 2024. Website: http://lfzhao.com/map-nav/

Journal ref Journal-ref: Reinforcement Learning Journal, Volume 5, 2024, Pages 2359-2372

To Train or Not to Train: Balancing Efficiency and Training Cost in Deep Reinforcement Learning for Mobile Edge Computing

Maddalena Boscaro, Federico Mason, Federico Chiariotti, Andrea Zanella

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

Learning World Models for Unconstrained Goal Navigation

Yuanlin Duan, Wensen Mao, He Zhu

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

Comments NeurIPS2024 Poster. arXiv admin note: substantial text overlap with arXiv:2411.01396

From Context to Action: Analysis of the Impact of State Representation and Context on the Generalization of Multi-Turn Web Navigation Agents

Nalin Tiwary, Vardhan Dongre, Sanil Arun Chawla, Ashwin Lamani, Dilek Hakkani-Tür

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

Comments 10 pages, 3 figures, 5 tables

Journal ref NeurIPS 2024 Workshop on Open-World Agents

Deep Learning-driven Mobile Traffic Measurement Collection and Analysis

Yini Fang

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

Comments MPhil thesis

Human-Aware Robot Navigation via Reinforcement Learning with Hindsight Experience Replay and Curriculum Learning

Keyu Li, Ye Lu, Max Q. -H. Meng

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

Comments Accepted at ROBIO 2021

A transformer-based deep reinforcement learning approach to spatial navigation in a partially observable Morris Water Maze

Marte Eggen, Inga Strümke

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

AdaShadow: Responsive Test-time Model Adaptation in Non-stationary Mobile Environments

Cheng Fang, Sicong Liu, Zimu Zhou, Bin Guo, Jiaqi Tang, Ke Ma, Zhiwen Yu

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

Comments This paper is accepted by SenSys 2024. Copyright may be transferred without notice

Journal ref The 22th ACM Conference on Embedded Networked Sensor Systems, 2024

MobileVLM: A Vision-Language Model for Better Intra- and Inter-UI Understanding

Qinzhuo Wu, Weikai Xu, Wei Liu, Tao Tan, Jianfeng Liu, Ang Li, Jian Luan, Bin Wang, Shuo Shang

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