A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis

24 July 2023

Hiroki Furuta

Papers citing "A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis"

50 / 102 papers shown

Title
Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models Jiaqi Wang Kevin Qinghong Lin James Cheng Mike Zheng Shou OffRL ReLM LRM 71 0 0 22 May 2025
TongUI: Building Generalized GUI Agents by Learning from Multimodal Web Tutorials Bofei Zhang Zirui Shang Zhi Gao Wang Zhang Rui Xie Xiaojian Ma Tao Yuan Xinxiao Wu Song-Chun Zhu Qing Li LLMAG 87 3 0 17 Apr 2025
An Illusion of Progress? Assessing the Current State of Web Agents Tianci Xue Weijian Qi Tianneng Shi Chan Hee Song Boyu Gou D. Song Huan Sun Yu Su LLMAG ELM Presented at ResearchTrend Connect \| LLMAG on 21 May 2025 174 10 1 02 Apr 2025
A Survey of WebAgents: Towards Next-Generation AI Agents for Web Automation with Large Foundation Models Liangbo Ning Ziran Liang Zhuohang Jiang Haohao Qu Yujuan Ding ... Xiao Wei Shanru Lin Hui Liu Philip S. Yu Qing Li LLMAG LM&Ro 126 9 0 30 Mar 2025
Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks Lutfi Eren Erdogan Nicholas Lee Sehoon Kim Suhong Moon Hiroki Furuta Gopala Anumanchipalli Kemal Kurniawan Amir Gholami LLMAG LM&Ro AIFin 138 3 0 12 Mar 2025
A Survey of Large Language Model Empowered Agents for Recommendation and Search: Towards Next-Generation Information Retrieval Yu Zhang Shutong Qiao Jiaqi Zhang Tzu-Heng Lin Chen Gao Yongqian Li LM&Ro LM&MA 171 3 0 07 Mar 2025
SpiritSight Agent: Advanced GUI Agent with One Look Zhiyuan Huang Ziming Cheng Junting Pan Zhaohui Hou Mingjie Zhan LLMAG 121 4 0 05 Mar 2025
Explorer: Scaling Exploration-driven Web Trajectory Synthesis for Multimodal Web Agents Vardaan Pahuja Yadong Lu Corby Rosset Boyu Gou Arindam Mitra Spencer Whitehead Yu Su Ahmed Awadallah LLMAG LM&Ro Presented at ResearchTrend Connect \| LLMAG on 14 Mar 2025 186 6 1 17 Feb 2025
AgentStudio: A Toolkit for Building General Virtual Agents Longtao Zheng Zhiyuan Huang Zhenghai Xue Xinrun Wang Bo An Shuicheng Yan 114 17 0 17 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 130 34 0 28 Jan 2025
Exposing Limitations of Language Model Agents in Sequential-Task Compositions on the Web Hiroki Furuta Yutaka Matsuo Aleksandra Faust Izzeddin Gur CLL 117 15 0 03 Jan 2025
Cognitive Kernel: An Open-source Agent System towards Generalist Autopilots Han Zhang Xiaoman Pan Hongwei Wang Kaixin Ma Wenhao Yu Dong Yu LLMAG 86 4 0 03 Jan 2025
The BrowserGym Ecosystem for Web Agent Research Thibault Le Sellier De Chezelles Maxime Gasse Alexandre Lacoste Alexandre Drouin Massimo Caccia ... Siva Reddy Quentin Cappart Graham Neubig Ruslan Salakhutdinov Nicolas Chapados LLMAG 133 15 0 06 Dec 2024
Ferret-UI 2: Mastering Universal User Interface Understanding Across Platforms Zhangheng Li Keen You Hao Zhang Di Feng Harsh Agrawal Xiujun Li Mohana Prasad Sathya Moorthy Jeff Nichols Yue Yang Zhe Gan MLLM 86 20 0 24 Oct 2024
Lightweight Neural App Control Filippos Christianos Georgios Papoudakis Thomas Coste Jianye Hao Jun Wang Kun Shao LM&Ro 69 5 0 23 Oct 2024
Beyond Browsing: API-Based Web Agents Yueqi Song Frank F. Xu Shuyan Zhou Graham Neubig 84 21 0 21 Oct 2024
SPA-Bench: A Comprehensive Benchmark for SmartPhone Agent Evaluation Jingxuan Chen Derek Yuen Bin Xie Yue Yang Gongwei Chen ... Liqiang Nie Yasheng Wang Jianye Hao Jun Wang Kun Shao LLMAG 107 13 0 19 Oct 2024
Web Agents with World Models: Learning and Leveraging Environment Dynamics in Web Navigation Hyungjoo Chae Namyoung Kim Kai Tzu-iunn Ong Minju Gwak Gwanwoo Song Jihoon Kim Seon Gyeom Kim Dongha Lee Jinyoung Yeo LLMAG 60 20 0 17 Oct 2024
An Evolved Universal Transformer Memory Edoardo Cetin Qi Sun Tianyu Zhao Yujin Tang 382 0 0 17 Oct 2024
Agent Skill Acquisition for Large Language Models via CycleQD So Kuroki Taishi Nakamura Takuya Akiba Yujin Tang MoMe 66 2 0 16 Oct 2024
TinyClick: Single-Turn Agent for Empowering GUI Automation Pawel Pawlowski Krystian Zawistowski Wojciech Lapacz Marcin Skorupa Adam Wiacek Sebastien Postansque Jakub Hoscilowicz LRM LLMAG MLLM 76 7 0 09 Oct 2024
Tur[k]ingBench: A Challenge Benchmark for Web Agents Kevin Xu Yeganeh Kordi Kate Sanders Yizhong Wang Adam Byerly Kate Sanders Adam Byerly Jingyu Zhang Benjamin Van Durme Daniel Khashabi LLMAG 90 7 0 18 Mar 2024
Mind2Web: Towards a Generalist Agent for the Web Xiang Deng Yu Gu Boyuan Zheng Shijie Chen Samuel Stevens Boshi Wang Huan Sun Yu-Chuan Su LLMAG 63 462 0 09 Jun 2023
From Pixels to UI Actions: Learning to Follow Instructions via Graphical User Interfaces Peter Shaw Mandar Joshi James Cohan Jonathan Berant Panupong Pasupat Hexiang Hu Urvashi Khandelwal Kenton Lee Kristina Toutanova LLMAG LM&Ro 57 57 0 31 May 2023
AdaPlanner: Adaptive Planning from Feedback with Language Models Haotian Sun Yuchen Zhuang Lingkai Kong Bo Dai Chao Zhang LLMAG 49 132 0 26 May 2023
Voyager: An Open-Ended Embodied Agent with Large Language Models Guanzhi Wang Yuqi Xie Yunfan Jiang Ajay Mandlekar Chaowei Xiao Yuke Zhu Linxi Fan Anima Anandkumar LM&Ro SyDa 96 807 0 25 May 2023
Multimodal Web Navigation with Instruction-Finetuned Foundation Models Hiroki Furuta Kuang-Huei Lee Ofir Nachum Yutaka Matsuo Aleksandra Faust S. Gu Izzeddin Gur LM&Ro 81 98 0 19 May 2023
Generalized Planning in PDDL Domains with Pretrained Large Language Models Tom Silver Soham Dan Kavitha Srinivas J. Tenenbaum L. Kaelbling Michael Katz ELM LRM 76 127 0 18 May 2023
PaLM 2 Technical Report Rohan Anil Andrew M. Dai Orhan Firat Melvin Johnson Dmitry Lepikhin ... Ce Zheng Wei Zhou Denny Zhou Slav Petrov Yonghui Wu ReLM LRM 167 1,186 0 17 May 2023
Small Models are Valuable Plug-ins for Large Language Models Canwen Xu Yichong Xu Shuohang Wang Yang Liu Chenguang Zhu Julian McAuley LLMAG 68 48 0 15 May 2023
LLM+P: Empowering Large Language Models with Optimal Planning Proficiency B. Liu Yuqian Jiang Xiaohan Zhang Qian Liu Shiqi Zhang Joydeep Biswas Peter Stone LM&Ro LLMAG 54 404 0 22 Apr 2023
Language Models can Solve Computer Tasks Geunwoo Kim Pierre Baldi Stephen Marcus McAleer LLMAG LM&Ro 86 360 0 30 Mar 2023
CoLT5: Faster Long-Range Transformers with Conditional Computation Joshua Ainslie Tao Lei Michiel de Jong Santiago Ontañón Siddhartha Brahma ... Mandy Guo James Lee-Thorp Yi Tay Yun-hsuan Sung Sumit Sanghai LLMAG 55 68 0 17 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 973 14,179 0 15 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.1K 13,093 0 27 Feb 2023
LEVER: Learning to Verify Language-to-Code Generation with Execution Ansong Ni Srini Iyer Dragomir R. Radev Ves Stoyanov Wen-tau Yih Sida I. Wang Xi Lin 57 221 0 16 Feb 2023
Toolformer: Language Models Can Teach Themselves to Use Tools Timo Schick Jane Dwivedi-Yu Roberto Dessì Roberta Raileanu Maria Lomeli Luke Zettlemoyer Nicola Cancedda Thomas Scialom SyDa RALM 111 1,710 0 09 Feb 2023
Describe, Explain, Plan and Select: Interactive Planning with Large Language Models Enables Open-World Multi-Task Agents Zihao Wang Shaofei Cai Guanzhou Chen Hoang Trung-Dung Xiaojian Ma Yitao Liang LM&Ro LLMAG 76 334 0 03 Feb 2023
The Flan Collection: Designing Data and Methods for Effective Instruction Tuning Shayne Longpre Le Hou Tu Vu Albert Webson Hyung Won Chung ... Denny Zhou Quoc V. Le Barret Zoph Jason W. Wei Adam Roberts ALM 79 667 0 31 Jan 2023
Do Embodied Agents Dream of Pixelated Sheep: Embodied Decision Making using Language Guided World Modelling Kolby Nottingham Prithviraj Ammanabrolu Alane Suhr Yejin Choi Hannaneh Hajishirzi Sameer Singh Roy Fox LLMAG LM&Ro 69 80 0 28 Jan 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 86 2,201 0 20 Dec 2022
PAL: Program-aided Language Models Luyu Gao Aman Madaan Shuyan Zhou Uri Alon Pengfei Liu Yiming Yang Jamie Callan Graham Neubig ReLM LRM 91 441 0 18 Nov 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 151 3,108 0 20 Oct 2022
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them Mirac Suzgun Nathan Scales Nathanael Scharli Sebastian Gehrmann Yi Tay ... Aakanksha Chowdhery Quoc V. Le Ed H. Chi Denny Zhou Jason W. Wei ALM ELM LRM ReLM 167 1,089 0 17 Oct 2022
Understanding HTML with Large Language Models Izzeddin Gur Ofir Nachum Yingjie Miao Mustafa Safdari Austin Huang Aakanksha Chowdhery Sharan Narang Noah Fiedel Aleksandra Faust AI4CE 162 71 0 08 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 380 2,806 0 06 Oct 2022
ProgPrompt: Generating Situated Robot Task Plans using Large Language Models Ishika Singh Valts Blukis Arsalan Mousavian Ankit Goyal Danfei Xu Jonathan Tremblay Dieter Fox Jesse Thomason Animesh Garg LM&Ro LLMAG 142 652 0 22 Sep 2022
WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents Shunyu Yao Howard Chen John Yang Karthik Narasimhan LLMAG LM&Ro 65 490 0 04 Jul 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 191 2,461 0 15 Jun 2022
TALM: Tool Augmented Language Models Aaron T Parisi Yao-Min Zhao Noah Fiedel KELM RALM LLMAG 63 147 0 24 May 2022